{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Домашнее задание \"Модели ARIMA\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm.notebook import tqdm\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "import statsmodels.tsa as tsa\n",
    "import statsmodels.tsa.api as smt \n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import boxcox\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import StackingRegressor, RandomForestRegressor\n",
    "\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_stationarity(timeseries):\n",
    "    print('Results of Dickey-Fuller Test:')\n",
    "    dftest = adfuller(timeseries, autolag='AIC')\n",
    "    dfoutput = pd.Series(dftest[0:4], index=['Test Statistic', 'p-value', '#Lags Used', 'Number of Observations Used'])\n",
    "    for [key, value] in dftest[4].items():\n",
    "        dfoutput['Critical Value (%s)' % key] = value\n",
    "    print(dfoutput)\n",
    "\n",
    "def tsplot(y, lags=None, figsize=(14, 8), style='bmh'):\n",
    "    \n",
    "    if not isinstance(y, pd.Series):\n",
    "        y = pd.Series(y)\n",
    "        \n",
    "    test_stationarity(y)\n",
    "        \n",
    "    with plt.style.context(style):\n",
    "        plt.figure(figsize=figsize)\n",
    "        layout = (5, 1)\n",
    "        ts_ax = plt.subplot2grid(layout, (0, 0), rowspan=2)\n",
    "        acf_ax = plt.subplot2grid(layout, (2, 0))\n",
    "        pacf_ax = plt.subplot2grid(layout, (3, 0))\n",
    "        qq_ax = plt.subplot2grid(layout, (4, 0))\n",
    "\n",
    "        y.plot(ax=ts_ax, color='blue', label='Or')\n",
    "        ts_ax.set_title('Original')\n",
    "\n",
    "        smt.graphics.plot_acf(y, lags=lags, ax=acf_ax, alpha=0.05)\n",
    "        smt.graphics.plot_pacf(y, lags=lags, ax=pacf_ax, alpha=0.05)\n",
    "        sm.qqplot(y, line='s', ax=qq_ax)\n",
    "        \n",
    "        plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1 Построение модели ARIMA для временного ряда закрытия промышленного индекса Доу Джонса"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Week</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1971-W27</td>\n",
       "      <td>890.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1971-W28</td>\n",
       "      <td>901.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1971-W29</td>\n",
       "      <td>888.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1971-W30</td>\n",
       "      <td>887.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1971-W31</td>\n",
       "      <td>858.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1971-W32</td>\n",
       "      <td>850.61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Week   Close\n",
       "0  1971-W27  890.19\n",
       "1  1971-W28  901.80\n",
       "2  1971-W29  888.51\n",
       "3  1971-W30  887.78\n",
       "4  1971-W31  858.43\n",
       "5  1971-W32  850.61"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dowjones_closing = pd.read_csv(\"Series/weekly-closings-of-the-dowjones-.csv\")\n",
    "series = dowjones_closing['Close']\n",
    "dowjones_closing[:6]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Посмотрим график нашего ряда, а так же на графики автокорреляции и частичной автокорреляции"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                  -1.314625\n",
      "p-value                          0.622455\n",
      "#Lags Used                       0.000000\n",
      "Number of Observations Used    161.000000\n",
      "Critical Value (1%)             -3.471633\n",
      "Critical Value (5%)             -2.879665\n",
      "Critical Value (10%)            -2.576434\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tsplot(series)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Данные не имеют сезонной составляющей, при этом наблюдается зависимость данных от предыдущих значений. По графику частичной автокорелации можно выбрать параметр p=1 для модели ARIMA, так как каждое текущее значение оказывает макссимальное влияние только на следующее значение. параметр q можно выбрать равным 7-10, так как график автокорреляции имеет более менее большие значения только на этом периоде.\n",
    "\n",
    "Попробуем сделать ряд стационарным с помощью дифференцирования."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Results of Dickey-Fuller Test:\n",
      "Test Statistic                -1.302521e+01\n",
      "p-value                        2.407586e-24\n",
      "#Lags Used                     0.000000e+00\n",
      "Number of Observations Used    1.600000e+02\n",
      "Critical Value (1%)           -3.471896e+00\n",
      "Critical Value (5%)           -2.879780e+00\n",
      "Critical Value (10%)          -2.576495e+00\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "series_diff = np.diff(series, 1)\n",
    "tsplot(series_diff)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Тест Дики-Фуллера пройден успешно и по графикам автокорреляций можно уверенно сказать, что временной ряд является стационарным. Исходя из этого можно выбрать параметр d=1 для модели ARIMA.\n",
    "\n",
    "Попробуем подобрать автоматически наилучшие значения p, d и q на основе AIC."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_best_params(series, range_p=5, range_d=5, range_q=5, seasons_len=None, print_info=True,\n",
    "                   return_model=False):\n",
    "    \"\"\" Поиск лучших параметров на основе модели ARIMA\n",
    "    \n",
    "    Параметры\n",
    "    ---------\n",
    "    series : pandas series\n",
    "      Временной ряд\n",
    "    range_p : int, (int, int)\n",
    "      Диапазон значений p. Если целое число, то диапазон от 0 до range_p.\n",
    "      Если кортеж (start, end), то от start до end\n",
    "    range_d : int, (int, int)\n",
    "      Диапазон значений d. Если целое число, то диапазон от 0 до range_d.\n",
    "      Если кортеж (start, end), то от start до end\n",
    "    range_q : int, (int, int)\n",
    "      Диапазон значений q. Если целое число, то диапазон от 0 до range_q.\n",
    "      Если кортеж (start, end), то от start до end\n",
    "    seasons_len : int\n",
    "      Длина сезона. Если указана, то используется модель SARIMA. Если None, то используется ARIMA\n",
    "    print_info : bool\n",
    "      Если True, то выводит на экран информацию о лучших параметрах\n",
    "    return_model : bool\n",
    "      Если True, то возвращается лучшая обученная модель\n",
    "      \n",
    "    Результат\n",
    "    ---------\n",
    "    p, d, q, best_model : (int, int, int, model)\n",
    "      Лучшие значения p, d, q и лучшая модель. Лучшая обученная модель возвращается \n",
    "      только при return_model=True\n",
    "    \"\"\"\n",
    "    \n",
    "    best_aic = np.inf\n",
    "    \n",
    "    best_p = None\n",
    "    best_d = None\n",
    "    best_q = None\n",
    "    best_model = None\n",
    "    \n",
    "    seasons_len = int(seasons_len) if seasons_len else None\n",
    "    \n",
    "    try:\n",
    "        \n",
    "        if isinstance(range_p, int) or isinstance(range_p, float):\n",
    "            range_p = tuple([int(range_p)])\n",
    "        if isinstance(range_d, int) or isinstance(range_d, float):\n",
    "            range_d = tuple([int(range_d)])\n",
    "        if isinstance(range_q, int) or isinstance(range_q, float):\n",
    "            range_q = tuple([int(range_q)]) \n",
    "\n",
    "        if not isinstance(range_p, tuple):\n",
    "            range_p = tuple(range_p)\n",
    "        if not isinstance(range_d, tuple):\n",
    "            range_d = tuple(range_d)\n",
    "        if not isinstance(range_q, tuple):\n",
    "            range_q = tuple(range_q)\n",
    "            \n",
    "    except Exception as error:\n",
    "        print(f'Произошла ошибка конвертации параметров в кортеж: {error}')\n",
    "        return (best_p, best_d, best_q, best_model) if return_model else (best_p, best_d, best_q)\n",
    "    \n",
    "    cicle_count = len(range(*range_p)) * len(range(*range_d)) * len(range(*range_q))\n",
    "\n",
    "    with tqdm(total=cicle_count) as pbar:\n",
    "        for p in range(*range_p):\n",
    "            for d in range(*range_d):\n",
    "                for q in range(*range_q):\n",
    "                    if seasons_len:\n",
    "                        model_params = {'order': (p,d,q), 'seasonal_order': (p,d,q,seasons_len)}\n",
    "                    else:\n",
    "                        model_params = {'order': (p,d,q)}\n",
    "                    model = tsa.arima.model.ARIMA(series, **model_params).fit()\n",
    "                    if model.aic < best_aic:\n",
    "                        best_aic = model.aic\n",
    "                        best_p = p\n",
    "                        best_d = d\n",
    "                        best_q = q\n",
    "                        best_model = model\n",
    "                    pbar.update(1)             \n",
    "                    \n",
    "    print(f'Лучшие параметры: p={best_p}, d={best_d}, q={best_q}. AIC={best_aic}')\n",
    "    \n",
    "    return (best_p, best_d, best_q, best_model) if return_model else (best_p, best_d, best_q)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d5af29d07e024e108770b9932fe46060",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value=''), FloatProgress(value=0.0, max=200.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Лучшие параметры: p=2, d=1, q=2. AIC=1417.2522778777711\n"
     ]
    }
   ],
   "source": [
    "p, d, q, best_model = get_best_params(series, range_p=5, range_d=2, range_q=20, return_model=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "predict_weeks = 12\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(16,7))\n",
    "    best_model.predict(1, len(series)+predict_weeks, typ='levels').plot(label='ARIMA')\n",
    "    series.plot(label='Исходные данные')\n",
    "    plt.title(f'ARIMA AIC {best_model.aic}')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "С атоматически подобранными параметрами модель ARIMA неплохо повторила исходные данные. Но предсказания сводятся к прямой линии. Стоит сказать, что модель ARIMA не предназначена для предсказания данных более чем на 1 шаг вперед.\n",
    "\n",
    "Попробуем обучить модель с подобранными вручную параметрами."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PCY2F0tN4KE2Nh9LUWCg9jYfS1FgYSc///Oc/FBYWcvjwYQDq6+upqKhg06ZNnH766XzsYx8jEAgAsG3bNq6//noA7rnnHgoLC3nhhRdOONe///3v6LbOzk5mzZrFHXfcMXM3FQfJ8qDGgzJQ48Dv9yd7CooEovQ0HkpT46E0NRZKT+OhNDUWRtLzgQce4PTTT+fBBx+Mbps3bx5btmzhxRdfpLm5mYcffnjEY5cvX84DDzwQ/fnBBx9k5cqVQ8b8+9//Zv369UPGpSLpVKxqXANVCPFXIUS7EGJvzLZCIcTTQogj+r8F+vZ5QgiPEOI1/fX7mGPWCSHeFEIcFULcLiZTyinF8Hg8yZ6CIoEoPY2H0tR4KE2NhdLTeChNjYVR9HQ6nezYsYPbb7+dhx566IT9ZrOZtWvX0tLSMuLxZ5xxBrt37yYQCOB0Ojl27BgnnXTSkDEPPPAA3/nOd2hubqa5uXla7iMRhMPhZE9hwkykiu8dwK+Bu2K2fRl4Vkr5AyHEl/Wfv6Tvq5FSnjzCeX4HfBh4GXgcuAR4Ir5pJ5d06iOkGB+lp/FQmhoPpamxUHoaD6WpsUi0nhf9eU9CzxfhqQ+uGXP/448/znnnncfChQvJz8/n9ddfp6CgILrf6/Wya9cubrvtthGPF0Jw9tln89xzz9Hf388ll1xCfX19dH9jYyPt7e2sW7eOq666ioceeohbb701MTeXYNKp0va4HlQp5Rage9jmtwN36v+/E7hqrHMIIcqBXCnldqn5l+8a75hUprW1NdlTUCQQpafxUJoaD6WpsVB6Gg+lqbEwip4PPPAAV199NQBXX311NAz3+PHjbNq0iYULF1JZWcmKFStGPcfVV1/Ngw8+yIMPPsg111wzZN+DDz7IVVddNWRcqhLJs00H4u2DWiqlbAGQUrYIIWbF7JsvhNgD9ANfl1JuBWYDjTFjGvVtJ9De3s4HPvABLBYLoVCIq6++mltvvZXW1laysrIwm8309/dTUlJCd3c3UkpKSkpoa2sjOzsb0Nz5paWldHR0IISgsLCQjo4OcnNzCYVCuFwuysrKaG1txWq1kpeXR2dnJ3l5efj9fjweT3S/zWYjJyeHrq4uCgoK8Hg8OJ1OfD4fra2tZGRkkJmZSU9PD0VFRQwMDOD3+6PHZ2ZmYrPZ6Ovro7i4mL6+PgKBQHR/qtyT1+uN7n+r3ZPT6aS9vd1Q92REnSZzT06nE7fbbah7MqJOk7knt9uN2+021D0ZUaeJ3pPT6aS3t9dQ92REndR3I+PpNJPfjRwOB8FgkFAoxJO3rI5WkTWbzQSDQcxmM1JKwuEwVquVQCCAEGLC+y0WC4FAYMh+k8mEyWQiGAzS39/P1q1b2b9/PyaTiVAohBCC973vfcydO5fnn3+e5uZmrr76ah577DEuuOACgsEgUkp8Ph/hcJhQKMRJJ53EgQMHsNvtzJs3j3A4TDAYJBwO88ADD9DR0cH999+PlJK2tjYOHTrEvHnz4r6ncDg86j1F7CMp5ZD9QghCodCY+yP3EwqFAKLvX6R4UigUwmq1TotOXq+Xnp6eIZ+9sRATSZgVQswD/iOlXKn/3CulzI/Z3yOlLBBC2IFsKWWXEGId8DCwAlgC3CalvEAfvxH4opTyyuHX2r59u1y6dOm4c0omTqcz+otEkf4oPY2H0tR4KE2NhdLTeChNjUUi9Ozv7yc3NzdBM5o8d9xxB6+//jo///nPo9uuuOIKvva1r/G5z32Ol156CdAq895+++089dRTbNu2jV//+tfce++93HPPPbz22mv86Ec/4umnnyYjI4ONGzdy6623ctFFF7F8+XLe8573sGPHjuj5b7vtNiwWC1/4whdm/H7HIxQKJa2S70ifhd27d+86//zz1480Pt4qvm162G4kfLcdQErpk1J26f/fBdQAi9E8ppUxx1cCqZtFPA5dXV3JnoIigSg9jYfS1HgkQtOGu//N9ks/iKfRGKFr6Yxao8ZDaWosjKDnAw88wOWXXz5k25VXXsnPfvazIdsuv/xyPB4P27dvH/VcF154IRs3bhz3/G9729tStppvOvVBjdeD+mOgK6ZIUqGU8otCiBKgW0oZEkJUA1uBk6SU3UKIV4FPAq+gFUn6lZTy8eHXSgcParKfCCkSi9LTeChNjUciNH3polvof+Mgs6+/nJN+8bUEzUwRD2qNGg+lqbFIhJ7qM5FaGMqDKoT4B7AdWCKEaBRCfAD4AXChEOIIcKH+M8Am4A0hxOvAv4CPSikjBZY+BvwZOIrmWU3LCr5gnNLbCg2lp/FQmhqPqWoqpcRVq1VebL7/SVy1DQD0e4M4fenzVNkoqDVqPJSmxkLpaTwM1WZGSvnuUXadP8LYB4AR/dpSyp3AypH2pRterzfZU1AkEKWn8VCaGo+paupr7yLkdAMgQyFqfvY3lv7y63z4wQM4rGb+dM0yzKa0bc+ddqg1ajyUpsZC6Wk80slAjTcH9S2N6vVlLJSexkNpajymqqm7RvOYZs4pR1jMND/4FA2v19DtDtLY52NP80AipqmYIGqNGg+lqbFQehoPQ/VBVZyIUXpDKTSUnsZDaWo8pqqpq6YOgILTT6byhishHKbh9r9F9z93dHi7b8V0otao8VCaGgulp/FIpz6oykCNg/F69yjSC6Wn8VCaGo+paurSPahZC+ZQ/f9uQtiseP/7AkVtWkH5bcf78ARCU56nYmKoNWo8lKbGQulpPEym9DH70memKURmZmayp6BIIEpP46E0NR5T1dRVoxVIylpQRWZlGXPe8zaQktOf14rJe4Nhttf1TXmeiomh1qjxUJoaC6Wn8VAGqsHp6elJ9hQUCUTpaTyUpsZjqppGqvZmLagCoPr/3UTYamXJ3j2scLYD8OxR9bmZKdQaNR5KU2Oh9DQe6dQHVRmocVBUVJTsKSgSiNLTeChNjcdUNA0HgnjqmgBwzJ8DQEZ5CW3nnQfAhS/+F7OAXU399LjTJ0cnnVFr1HgoTY2FUfScM2dO9P/t7e3Mnj2bH/zgB2McYVwslnGbt6QMykCNg4EBVe3RSCg9jYfS1HhMRVNPfTMyGCJjdinmTHt0+97zLiVkNmN6cQdn5EFYwuZa5TWYCdQaNR5KU2NhRD1/85vfUFhYmOxpJI1QKH3qLCgDNQ78fn+yp6BIIEpP46E0NR5T0TRaIGlh1ZDtTdZM6quXQDjMmc2HAXiuRhmoM4Fao8ZDaWosEq3nk2UbpuU1UXp6enj44Yd5z3veE93W3t7OjTfeyMaNG9m4cSOvvPIKu3fv5qyzzsLr9eJyuTjjjDPYv38/Ukq+8Y1vsGHDBs4880wefPDB6Hn27NnDnDlz2LRpEyeddBJf/OIXAbjnnnui/wf44he/yD333APA6tWr6erqGjLH66+/nm3btgHw3HPPcdFFF3HOOefw/ve/H6fTOeJ9XX/99axbt45NmzZRWloaPeePfvQjzj//fDZs2MCnP/1ppJRIKbnyyivZs2dP9PiIh3nbtm1cf/310e2/+tWvop7m4ccMv5fXXnuNK664gnPPPZdrrrkmIRWglYEaB6o3lLFQehoPpanxmIqmkRYzWdWDBmowLOlxB6lZvhqA3Fd34rCaONThpqFXNaifbtQaNR5KU2NhND1/97vf8d73vpesrKzoti9/+cts2LCBrVu3snnzZpYtW8batWu59NJL+d73vse3vvUt3vnOd7J8+XIeffRR3nzzTbZu3cpDDz3EN7/5zaghFgqFWLt2LVu2bOErX/nKlOfa1dXFT3/6Ux566CE2b97MmjVr+O1vfzvi2FAoxK9+9Su2bNkyRLMPfehDPPvss7z00kt4vV7++9//Tksf1EAgwJe+9CXuuOMOnn/+ed7znvfw3e9+d8rnTZ9g5BSitbWVuXPnJnsaigSh9DQeSlPjMRVNIwWSHAsGc5G63QEk0LVmLTxyLz1bXuXsGz/IE/Vunqvp4X3ryhMxbcUoqDVqPJSmxiLRel7S+lLCzjVZ+vv7ue+++9iyZQt33XVXdPvWrVv53e9+B4DZbCY3NxeAL3zhC5x//vnY7faoF/Hll1/mmmuuwWw2M2vWLM4880z27NnDpZdeisvlIj8/f8RrP/TQQ7z88ssAtLS0cPLJJ0f3ve1tb8NkMrF8+XJ+8YtfRLfv3LmTQ4cOcemllwKaN/uUU04Z8fyjXXvr1q3cfvvteDweent7Wbp0Keeeey4AH/nIR6JthDweT/SY7du3s2nTJkAzkm+88cbovsgxlZWV/PKXv4xuP3LkCAcOHODqq68GNIO5tLR0xLlOBmWgxoEqvW0slJ7GQ2lqPKaiqevoYIuZCB0uLXwtu7yY/HUr6N25l9PbaniCcp492s1Na8sQQkxt0opRUWvUeChNjYWR9PzLX/7CddddR15e3oTG9/T04HK5CAQCeL1esrKykFKOOr6uro6KiooR973jHe/gRz/6EcCQcF+ARx55hMLCQj72sY9x3333RbdLKTnnnHP485//PO5cGxoaKC8f+kDV6/XyhS98gWeffZbKykp+8IMf4PV6o21m/vCHP7BmzRpgaBGpM844g3vvvRfQQnxdLld0X+SY733ve/z+978fcr2lS5fy1FNPjTvXyaBCfOPAZrMlewqKBKL0NB5KU+MRq2lzv48nD3WN+YUhFnekxUxMiG+XS6vWW5JlZdYl2hNjx8uvUuyw0jrgZ3+768QTKRKGWqPGQ2lqLIyiZzAY5M477+RjH/vYCfs2bdrEX//6V0Dz/PX39wPwmc98hq9+9atcd911fPvb3wZgw4YNPPTQQ4RCITo7O3nppZdYu3YtUkoeffRRLr744rjmJ4QgPz+fQGCwgvz69et55ZVXqK2tBcDtdnP06NETjn311VeprKykoKBgyHafzwdolZidTiePPPJI9FpTpaCgYEh+8sKFC+nq6mLHjh2AFvJ74MCBKV9HeVDjoK+vb1RXviL9UHoaD6WpcfC2dnDgaz/HfumZ5F97OQA/21LPG61O8jMtnF419hPx4IALX1snJruNzMrBsKMO3UAtctgovexsDn/3t3Q88xLn3vB+7j/QzXNHe1hRmj19N/YWR61R46E0NRZG0dPn83HFFVeM2Dbntttu4zOf+Qx33303ZrOZn/zkJ9TW1mKxWLj22msJhUJcfPHFbNmyhSuuuIJXX32VjRs3IoTgW9/6FqWlpXzzm9/k2WefpaWlBZPJRE9PD16vl3e/+93jzu3666/HZDKRlZXFV7/6VZ599lkAiouL+c1vfsOHPvShqLH5ta99jYULF0aPbWlp4brrrsNms0XDcltbW/nGN77Bb37zG2666SbOOussqqqqot7SqVTx/dSnPhXN3/3jH//Ir371K0B7kHHHHXfw5S9/mf7+foLBIB/96EdZtmxZ3NcCEBN9Aj1TbN++XS5dujTZ0xgTl8s1JMlakd4oPY2H0tQ47P/KT6n/2wNY8nM4a/Pd+PMLeOff3yQs4frVpdxyyshhVRH6Xj/I9otvIXvJfM564e/R7X94uZEH9nbwwVMqeOfqUrZteg/Ow8co//OP+EJrFkUOK39/9wpMKsx3WlBr1HgoTY1FIvTs7++P5nUalVtvvZUvfelLVFUNRuj86U9/YtmyZZx11lnTdt36+np++MMf8pvf/GbI9ve9733ceeedIx4TCoUwm83TNqexGOmzsHv37l3nn3/++pHGqxDfOOjr60v2FBQJROlpPJSmxiA44KLpn09o/+8dYO9nvs+Ohj7C+nPVQx3jh+G6avT804VDi3106h7U4iytquGsSzcCYHnxZUqyrHS5AxzqcCfkPhQnotao8VCaGgul58S4+eabT/DOnnfeeSxZsmRar1tUVMTNN998wvaRQpkjqD6oBic2TlyR/ig9jYfS1Bg0/fMJQi43uauWYM7NpvP5V6j962DvucOdHsLjRAFFDFRH9Zwh2zuiBqqWZ1Wq56G2P7mVDXrY8EvHexNyH4oTUWvUeChNjYXSc2KsX7/+BE/zggULKCkpmdbrZmVlsX79ic7H008/fdRjUi1qdiyUgRoHRusN9VZH6Wk8lKbpj5SS+r/9C4DqT97I0h98HoCKu+8mv7ONDIsJlz9Ec79vzPNEPagxFXwButxDPai5Jy/DXl6Cr6WDUz3tALxY15dWf9DTCbVGjYfS1FgoPY3HdPRBnS6UgRoHkca8CmOg9DQeStP0p2vrTlxH67GXlzDrkk2E1y0h8/LzsQQCXPXQ/7Gm1AEwbhhutIJvjIEalpJOvc1MsUP7gy2EiHpRc1/dSa7dTGOfj4besQ1gRXyoNWo8lKbGIhF6CiGGVHxVJJdkecX9fv+kKwirKr5xoIoAGAulp/FQmqY/9X+5H4Cqm67CZLWQlZXF4ffcSN623RTWHWP1s0+wfelGDnW4OX9h4YjnkFLiqjnRQO31BAlJyMuwYLMMPqeddekm6v/2AB1PbOH071zCU0e6ebGul6oC5UlINGqNGg+lqbFIhJ7Z2dk4nU68Xm8CZqSYKl6vl4yMjBm/rhCC7OzJVcVXBmocJKsClmJ6UHoaD6VpeuOub6H9qRcRNiuV7307oGm6vSuIuOYmrvvrL3H845/kf3IxhztG/xLla+sk5HJjLcjFVjjYjmZ4gaQIhWeswZKXg/PwMU4zDfAU8OLxPt59sjJQE41ao8ZDaWosEqGnEIKcnJwEzEaRCEKhUNpUVVYhvnEQaeSrMAZKT+OhNE1vGu58EKSk/G3nYS/RvKNHWnpo7PPRs3QZpVeeB6Ewc2oPc7TLTTA8cp6o6+jI+aed7qHhvRFMVguzLtwAQOmePdgtJg53uml3qhC1RKPWqPFQmhoLpafxSCdNlYEaB9NdmUsxsyg9jYfSND3o2rqT12/9Fq2PbSYcDAIQ8vhovOdRAKpuuTY6ttarVds9ZU4u+WuWAzC3pw1/SHK82zPi+V16/qmjepiBOooHFaD4vDMAGNj5JqdUak/+t9epdguJRq1R46E0NRZKT+ORTpqqEN846O7uxuFwJHsaigSh9DQeStP04PBtf6Bv9z5aHniKjNmlVN18DcJiJtDTT+7qpeTphijA9rpeAE6bk0uOWABARUcLAIc63SwsPlFvd7QH6lADdXiLmVhyVy4GYGD/UTbMzWfb8T5erOvl7SvS5w97OqDWqPFQmhoLpafxSCdNlYEaB6rtgLFQehoPpWnqE/YH6N97GADHvNm4jzdx+Lu/je6f+4HrolX/XP4Qh7sDmASsr8zFnrsQgKyGepCSwx1uLl964jWiLWaG9UCNVPAtGcGD6qiuxJRhw9vYyml5ArOAN1qc9HuD5GaoP5mJQq1R46E0NRZKT+ORTpqqEN84SCcXuWJ8lJ7GQ2ma+gzsP4r0B8haWMXGl+5j3d0/ofjc0wDImF1K2dvOi47d1dRPSMLy0ixyMyzYSgqxFeUjXG5y+no41OEa8RquEVrMwNghviaLhezF1QDI2jpWlecQlvByvQrzTSRqjRoPpamxUHoaj3TSVBmocdDW1pbsKSgSiNLTeChNU5++1w4AkHfycoTJRMkFG1h7z8/Y8/Nf8PjnvsaWJjchvfjRK/VaYYfT52iVeIUQ5CzXvKiz2po43uPFGwwPOX/YH8BT1wxC4JhXOWRf1EB1nBjiC5CzQjv3wL6jnDlPu+ZLKg81oag1ajyUpsZC6Wk80klTZaDGwWR7+ShSG6Wn8VCapj59e/YDkHfysui2Qx1unndZec1t5rbnj/P+f+7nwb3t7GjQDdSqwVYx2cu1PNRFfe2EJdR0uoec313fjAyFyJhdijnTHt0upYyG+I7kQQXI0c89sP8IG+Zq19zV2H+CEayIH7VGjYfS1FgoPY1HOmmqDFSFQqFQzDh9e3QP6trBQkiRMNqVpVlU5tlpc/r5/ctN9HmDzMqyMCd/0NDMWaZ5OWd3DhZKimW0AkkDvhC+kMRhNeGwjdznL2f5Im3s/hqKs2wsLXHgC0lVzVehUCgUihlAGahx4HQ6kz0FRQJRehoPpWlqE3S6cB45jrBaoqG6AK/oBuoNa8r487XL+PaF1awsywLgjDJrtGgSQM4yzcuZ29QIaN7XWHp379PGLV0wZHskvLdkhAq+0XPrcxo4WIMMhbhgkdaL9fGDnZO8U8VoqDVqPJSmxkLpaTzSSVNVkjAOSktLkz0FRQJRehoPpWlq0/f6IZCSnOULMWdoXtF2p5/abi+ZVhOryrMxCcEZc/M4Y24e/d4gFhkYco7sxfPBZEI0NGEOBE4wULu27gKg6Kx1Q7Z3urXw3qJRwnsBbAW5ZFTMwtvcjvt4E+cvnM2fdjTzeouTxj4vlXkZU34P3uqoNWo8lKbGQulpPNJJU+VBjYOOjo5kT0GRQJSexkNpmtpE8k/z15wY3rtudg4289A/TbkZFro6h3ovzZl2shbMgXCYsq5Wmvt99HuDAAT6nfS9dgBhMVNw+uohxw16UEc3UCHGi7rvKFk2M+dU5wPw+MGuydyqYhTUGjUeSlNjofQ0HumkqTJQ4yA2zEyR/ig9jYfSNLWJFkgawUCNLYQUy0iaRvJQlzk14/Wwnofa8/JrEA6Tt2Y5luysIccMtpgZPcQXYgzUA0cBuHxpMQBPH+nGH1LFkqaKWqPGQ2lqLJSexiOdNFUGahwUFhYmewqKBKL0NB5K09RmsMWMVsHXEwjxerMTAZwyJ3fEY0bSNFJtt6q7FYDDephv19adABSdtf6EYzrGqeA7eG7NQO3fpxmoS0ocVBdm0ucN8uJxVSxpqqg1ajyUpsZC6Wk80klTZaDGQTq5yBXjo/Q0HkrT1MXX3oW3qQ1ztiNaYXd30wCBsGTpLAcFmSMbjiNpGjEiC5r1QkmdwwzUjScaqF3uSA/UiYb4HgG0J8+XLS0CVLGkRKDWqPFQmhoLpafxSCdNlYEaB7m5Iz/hV6QnSk/joTRNXaLe09VLEWatzcsr9Sf2OR3OSJpGKvmajtUBcKDNhbutC+fBWkyZdvLXrTjhmI5oiO/YBqqjuhJThg1vUxuBvgEAzl9YiN1iihZLUsSPWqPGQ2lqLJSexiOdNFUGahyEQqFkT0GRQJSexkNpmroMzz8NS8krDVrI7GlzRjdQR9I0o7IMS04Woa4eqvHS6w2y7cEtABScthqT/cQ804m0mQEwWSxkL6kGYGC/FuariiUlDrVGjYfS1FgoPY1HOmmqDNQ4cLlcyZ6CIoEoPY2H0jR16R1moB7ucNPjCTIr28r8wtHbt4ykqRCCbN2LelWGtr/m6ZeBkfNPPYEQLn8Im1mQYzePO9domO/+mug2VSwpMag1ajyUpsZC6Wk80klTZaDGQVlZWbKnoEggSk/joTRNTaSU9O3RQnwjLWZeaRgM7x2rwuBomkbCfBf2tVGSZaXggGYAD+9/CkMr+E6kmmHOioiBeiS6TRVLSgxqjRoPpamxUHoaj3TSVBmocdDa2prsKSgSiNLTeChNUxP3sUaCfQPYZxVhLy8BBtvLjBXeC6NrGvFyug/W8s4SyO/pwp/pIGflohPGRg3UcQokRc+9bLAXagRVLCkxqDVqPJSmxkLpaTzSSVNloMaB1TqxLzeK9EDpaTyUpqlJtEDSmmUIIWh3+qnp8pBhMbG6PHvMY0fTNLZf6apmLRS3bv4idrW4Txg70RYzJ5z7UC0yJnfnvAUFAOxtdRIKywmdSzEUtUaNh9LUWCg9jUc6aaoM1DjIyxv7Sb8ivVB6Gg+laWoyvEDSDj28d+3sHGyWsf8cjaZpzlKtkJHz8HF6t+wAoL56Cf947cQnxYMFkib2R9pWkEtGxSzCHh+uY43R7dl2CwWZFkISuj2BCZ1LMRS1Ro2H0tRYKD2NRzppqgzUOOjsVGFdRkLpaTyUpqlJrIEqpeSZI93A2O1lIoymqSUni8yqCqQ/QPt/twLQtWw5e9tcvNHiHHqOmBzUiRLxojpjCiUBlGZr52gb8E/4XIpB1Bo1HkpTY6H0NB7ppKkyUOMgnZ5AKMZH6Wk8lKapRzgQpP/Nw4DWA/XVxn72t7vItZvZOD9/3OPH0jRnuVYoSQaC2MuKOefslQD847VWpJTsa3Xy4xfqePqI1hpmoiG+MFgoqT+mUBIMGqitykCNC7VGjYfS1FgoPY1HOmlqSfYE0hG/X30hMRJKT+OhNE09Bg7UEPb5cSyowpyXw1+fOwTA9atLybKN3/JlLE1zli2k/UnNe1p01jrWrZzFA/s62NU0wAf+dYDGPl907LrZOZxckTPheUcLJQ33oOZoBmq7U33W4kGtUeOhNDUWSk/jkU6aKgM1DjweT7KnoEggSk/joTRNPTo3vwJo7WVeqO2ltttDcZaVK5eXTOj4sTSNtJoBKDxrPbkZFq5YWsz9b7bT2OejINPCRYsKuWRJEbPzRu+1OuK5I61m9o3sQW1TBmpcqDVqPJSmxkLpaTzSSVNloMZBOvURUoyP0tN4KE1TCxkO0/j3RwCYddUF/GxXCwA3rinDPk5xpAhjaZq9fNBALdq4HoD3ri0jw2pifkEmp8/Nw2Iav+/pSDjmV2LKsOFtaiPQ2481PxcY9KCqEN/4UGvUeChNjYXS03ikk6YqBzUO0qmPkGJ8lJ7GQ2maWnRt3YmnrpmMyjJ2lS+gud9HZZ6dixYXTfgcY2maNb+SkvPPoPzqi8icXQpAptXMjWvLOWt+ftzGKYDJYiF7iVYpeODAYJhvxIOqQnzjQ61R46E0NRZKT+ORTpqOa6AKIf4qhGgXQuyN2VYohHhaCHFE/7cgZt9XhBBHhRCHhBAXx2xfJ4R4U993uxAi/m8MScZmm3gFSEXqo/Q0HkrT1KLhrocBKH/3Fdz9egcA71tXjnkShuNYmgqzmXV//ymrf/utqUxzVKL9UPcdjW6bFWOghqXqhTpZ1Bo1HkpTY6H0NB7ppOlEPKh3AJcM2/Zl4Fkp5SLgWf1nhBDLgeuBFfoxvxVCRKpf/A74MLBIfw0/Z9qQkzPxAhuK1EfpaTyUpqmDr72L9v9uRZjNvLn2DLrcARYWZU6ocm8sydQ0mod6YNBAzbSaycuwEAhLetzBZE0tbVFr1HgoTY2F0tN4pJOm4xqoUsotQPewzW8H7tT/fydwVcz2e6WUPinlMeAocKoQohzIlVJul1JK4K6YY9KOrq6uZE9BkUCUnsZDaZo6NN77GDIYovCCDfyjUetDevP6CkyTDKJJpqbRSr4xHlRQhZKmglqjxkNpaiyUnsYjnTSNNwe1VErZAqD/O0vfPhtoiBnXqG+brf9/+Pa0pKCgYPxBirRB6Wk8lKapgQyHabxbK450ZMMmBnwhTirLZn3l5J/iJlPT3IgH9VAtMhSKbo8USmpz+kY8TjE6ao0aD6WpsVB6Go900jTRVXxHeiQux9h+Au3t7XzgAx/AYrEQCoW4+uqrufXWW2ltbSUrKwuz2Ux/fz8lJSV0d3cjpaSkpIS2tjays7MBcDqdlJaW0tHRgRCCwsJCOjo6yM3NJRQK4XK5KCsro7W1FavVSl5eHp2dneTl5eH3+/F4PNH9NpuNnJwcurq6KCgowOPx0NXVxYIFC2htbSUjI4PMzEx6enooKipiYGAAv98fPT4zMxObzUZfXx/FxcX09fURCASi+1Plnrxeb3T/W+2eGhsbKS4uNtQ9GVGnydxTS0sL8+bNM9Q9paNOTf/diqe+GXNZCfdaykDCZXMEXV1dk74nl8uFxWJJzj319WAtKybQ2smRF3cwe90q+vr6yAx7ATjY0M5JeeG01SkZn73GxkYqKioMdU9G1El9NzKeTuq7kbF0SufvRmMh5ASKOwgh5gH/kVKu1H8+BJwjpWzRw3c3SymXCCG+AiClvE0f91/gW8Bx4Hkp5VJ9+7v14z8y/Frbt2+XS5cuHXdOyaSuro65c+cmexqKBKH0NB5K09Rgzwe+Sttjm+m+4XruWL6R0+bk8p2LF4x/4AgkW9Nd7/08Hc+8xOo/fIfyt58PwL/3dfCb7Y1cvrSIT51VlbS5pSPJ1lOReJSmxkLpaTxSTdPdu3fvOv/889ePtC/eEN9HgPfp/38f8O+Y7dcLIexCiPloxZB26GHAA0KI0/XqvTfFHJN2pFMfIcX4KD2Nh9I0+USKI2E28XDVKgRa7mm8JFvTkQolDYb4qhzUyZJsPRWJR2lqLJSexiOdNJ1Im5l/ANuBJUKIRiHEB4AfABcKIY4AF+o/I6XcB/wT2A88CdwqpYwk7HwM+DNa4aQa4IkE38uMkU59hBTjo/Q0HkrT5BMpjtS3dh292Xmcu6CA6qLMuM+XbE1HKpQUKZLUOqAM1MmSbD0ViUdpaiyUnsYjnTQdNwdVSvnuUXadP8r47wHfG2H7TmDlpGaXoowXN61IL5SexkNpmlxiiyM9t+JUzAJuWlc+pXMmW9OoB3X/yL1QpZSkcXvvGSfZeioSj9LUWCg9jUc6aRpviO9bmszM+L0AitRD6Wk8lKbJpfulPXjqm/EVFXGseimXLi2mItc+pXMmW1PH/EpMGTa8TW0EevsByLKZybGb8YckvR7VC3UyJFtPReJRmhoLpafxSCdNlYEaBz09PcmegiKBKD2Nh9I0uTT9U8vg2HPSKditZt6zZup5L8nW1GSxkL2kGoCBAzXR7dEwX5WHOimSraci8ShNjYXS03ikk6bKQI2DoqKiZE9BkUCUnsZDaZo8gi4Pbf95HoD9J5/GVStKKHJYp3zeVNA0d8UiYOQ81HZloE6KVNBTkViUpsZC6Wk80klTZaDGwcDAQLKnoEggSk/joTRNHm2Pbybk9tBUVY2rtJTrVpUm5LypoGn2cq1FTmwearSSryqUNClSQU9FYlGaGgulp/FIJ02VgRoHfr/6ImIklJ7GQ2maPJr18N79a06jJMtGbsa4tfgmRCpomrtc96DuH6GSr/KgTopU0FORWJSmxkLpaTzSSVNloMZBOvURUoyP0tN4KE2Tg6epja5tu8Bm5fDKtQkJ7Y2QCprmRDyoh2qRIa2DWsSDqkJ8J0cq6KlILEpTY6H0NB7ppKkyUOMgnfoIKcZH6Wk8lKbJoflfT4KUiI2n48t0UOhIjPcUUkNTa34uGbNLCXt8uI41AoMeVBXiOzlSQU9FYlGaGgulp/FIJ02VgRoH6VSmWTE+Sk/joTSdeaSU0eq9rnPPBqAwgR7UVNE0Z5nuRdULJcWG+EopkzavdCNV9FQkDqWpsVB6Go900lQZqHFgs9mSPQVFAlF6Gg+l6czTt3sf7pp67LOK6Fi2AiChIb6pomnOioUADBzQDNRsu4UsmxlfMEy/L5TMqaUVqaLnW5nOLa9y5Md/TtiDFaWpsVB6Go900lQZqHHQ19eX7CkoEojS03goTWeepvs072n51RfR5QsDUJiZOAM1VTTNWT56qxkV5jtxUkXPtzIHvvYzan76V/rfPJyQ8ylNjYXS03ikk6bKQI2D4uLiZE9BkUCUnsZDaTqzhLw+Wv79DACz33UZ3e4gkFgPaqpomjNSq5lomK8vKXNKR1JFz7cqIbcXV00DAP72roScU2lqLJSexiOdNFUGahyk0xMIxfgoPY2H0nRm6XjqRYJ9A+SetJicZQvo9gSAxBqoqaJpVvUcTBk2vE1tBHr7gZhKvsM8qDsa+rh9WwOegAr9HU6q6PlWxXn4GIS1SAd/d2K0UJoaC6Wn8UgnTZWBGgeBQCDZU1AkEKWn8VCaziytjz0PQMV1lwLQ5dbe/0RW8U0VTYXZTPaSagAG9tcAMSG+Ma1mnL4gP9xcx38OdvLkocR4qIxEquj5VmXgQE30//7u3oScU2lqLJSexiOdNFUGahykUx8hxfgoPY2H0nRmcR9vAiB//Uo8gRCeQBibWZBlMyfsGqmkae4KPQ91/7BKvjEe1Pteb2NAL5r02MEuVeF3GKmkpxE52ummwzV6TvTAwRgDtas3IddUmhoLpafxSCdNlYEaB+nUR0gxPkpP46E0nVl8LR0AZJTPots9GN4rhEjYNVJJ0+xheajREF/dg9rh8vPQPu09cVhN1Pd62dvmSsJMU5dU0tNodLkDfPLfh/jgvw6wvW7kkD7ngdro/wMJ8qAqTY2F0tN4pJOmykCNg6ysrGRPQZFAlJ7GQ2k6c4T9AXwd3QizGfuswpjw3sTln0JqaZqrV/LtefUN3PUtQ0J8pZTctasFf0iycX4+b19eAsDjBzuTNt9UJJX0NBo1XW5CEjyBMN96upZ79rSe4MGPLfKVKA+q0tRYKD2NRzppqgzUODCbExe2pkg+Sk/joTSdObytnSAl9tIihNlMl17BN9EGaippmrNiIcJixnWkji2nXsPet32IDduextbSwt7mfp4+0o1ZwC3ry7l0aREC2HKsl35vMNlTTxlSSU+jUd+rVZOuyNUenNyxq4XvP3c8WqzL19GNv7MnOj5SJMkTCPGTF+r4z4H4HqYoTY2F0tN4pJOmykCNg/7+/mRPQZFAlJ7GQ2k6c/ha2gGwl2uewtgQ30SSSppa83JY/4+fU3bVBZgdmfS/cYjTn3yYW37xvzStu5SPf/uz3PrTr1N7xc00ffzrnFpkIRCSPH2kO9lTTxlSSU+j0dDrxRwM8I7lJXzrwmocVhMvHOvls/85QofLj/OgFt5rLcgFNA+qlJJfvdTIU0e6uff1+MIAlabGQulpPNJJU2WgxkFJSUmyp6BIIErP9MAbDHP7iw3sa3OOO1ZpOnN4dQM1o3wWMD0VfCH1NC3auJ6Tf/+/nLfvcdbc8QPaN5yJ25GNFAKb34eluwfXkTo6nn6R89q0cMrHD3aqYkk6qaankWirbeaDP/kfcr71fc6Ym8cv37aYilwbNV0evvT4UdpeOwRA4Ya1gJaD+t/D3TyjP0CJFPeaLEpTY6H0NB7ppKkyUOOgu1s9BTcSSs/0YHNND/850Mmdu1rGHas0nTm8zXqBpArNQI14UAszE+tBTVVNzZl2Si/ZRP/n/x+//+oP+fm3b6fj/v/jnN0PM+9jNwAwq/4YhQ4LDX0+3mxVxZIgdfVMd6SUVPzzn2Q5B/Bv24Gvo5u5BZnc/rYlLCjKpLHPx5ZnXwOg8Iw1IASB3gF+s/V49ByeQJhgePIPUpSmxkLpaTzSSVNloMaBegJuLJSe6cHRLjcAtV2ecTVTms4cgx5UPcTXMz1FklJd00ihpHyHjWtOm0dGxSyKzz0NgP7XDnDJ4iIAHlPFkoDU1zNdadq5n8W7Xo7+3LV1JwC5GRZuu2QBVfkZZDQ0AGBdsgBLfi5Iicnp4uLFheTYtRw1p2/y+dJKU2Oh9DQe6aSpMlDjIJ1c5IrxUXqmB0c7PQD0+0J0u8f+8qQ0nTm8zcNCfF3Tk4Oa6pqeNS+fxcUOPr1xDg69/2veycsA6N97mIvn5SKAbXEWS9rR0Md+A7WqSXU90xEpJYe//SsAvPn5AHQ+/0p0f36mlR9cNJ/idi0K5WeNgoFMrarnIkuAWzfMIVv/7Dr9kw/zVZoaC6Wn8UgnTZWBGgdtbW3JnoIigSg9U59QWFKje1ABars9Y45Xms4c3pZhIb4ezfhKtIGa6pqW59r59VVL2DA3P7rNmptN1qK5SH+AzPp61lfmEghLnppksaQed4BvPFXLl584iisOwyEVSXU905GOp7bh3/kGnswsmj/9KQC6XtgxxGuS2dGOJRDAlV/AGy7osmYC8MHF2WRYTGRHPaiT/5wpTY2F0tN4pJOmykCNg+zs7GRPQZFAlJ6pT2OfF19o8EvWeAaq0nTmiA3x9QXDuPwhrCYRDRVMFOmqad6aFQD07dnP5cu0MN/JFks63OkmLLVCYc8dTZ8corFIVz1TlXAgyMH//Q0AL593KcWnr8ZeVoyvvWtIz9OBAzUAlK5aREGmBa9D0yHfrz0AzLZpxc3i8aAqTY2F0tN4pJOmykBVKBQpzxE9vNcstJ/HM1AVM0M4GMTX1gVCYC8tHiyQ5LAihEjy7FKD/LXLAejbs4/T5uRRkGmhsc/Hka6Jf4aPdA5GDzx2sCvheUSeQIi2AX9Cz6mYWRruehh3TT3u0lJeP2UjcwoyKT77VGBomG/EQC1ZtZg/XrOMtStmA4O9UCMPluKt5KtQKBSJQBmoceB0jt/mQpE+KD1Tn0iBpFOr8oDxDdR01LTLHeD7zx1jZ2P69Cnzt3dDOIy9pBCTzTptLWYgPTUFyFujGai9ew5gNgnOri4A4PkxPKEN//cwO67+BL4ObUzkAQ1on/1DHe7RDo2LX7/UyM337+d4z8w9+ElXPVORQN8AR3/6FwBeuexqwhYLVfkZ0SJdnZsHDVSnbqDmLFtAXoaF4opi7RxdPQAxIb6Tz5NWmhoLpafxSCdNlYEaB6WlpcmegiKBKD1Tk6M/+QuHf/AHpJTU6N6m8xcWYBJaI3p/MDzqsemmqZSSn7xQx+baXr733HHanenhzYqE99ojFXynqcUMpJ+mEXKWL8SUYcNdU0+gt59zF+gGam0PoRFaeYR9fg5/73d0v7Sb43+4F4Aj+gOa06tygcRXAj7Q7iIYluxsmLmHI+mqZypSe/tdBLr7yD1tNXuqV2A1C8pybBRtOhWEoGfHGwRd2u/QgRgDFcBWlA/EeFCnUCRJaWoslJ7GI500VQZqHHR0dCR7CooEovRMPfrfPMTRn/yF2l/cSc/ufdEQxxWl2czOtROWUNfrHfX4dNP0Pwc62dU0AIDLH+JHm+sIhSW+jm7an9qWsqXhoxV89QJJEQ9qUVbiDdR00zSCyWoh96QlAPTu2c/SEgflOTa63UHeaD3xaXb7f7cR6NU+Cw3/9286O/vodAVwWE188FQtHHNzbW/CiiVJKenUKy/vb5+5KsHpqmcq0vqf5wFwfOz9IASVuXbMJoGtMI+81UuR/gDdL+0m6PLgPt6EsJjJWjgXAGuhFpXi7+oFINuuRT/EE+KrNDUWSk/jkU6aKgM1DlRulbFQeqYedX99IPr/w3+8H3cgTGGmhSKHlepCrerksTHCfNNJ06Y+H3/c0QzAJzZUUpBp4Y1WJw/sbefNT32P3Td9kaZ/PJbkWY5MtIKv3mJmOj2o6aTpcCJhvn17DiCEGPSiHu05YWzjvZrWwmYl2DfA/r/9G4AFRQ6q8jNYXZ6NLxjm2QQVS3L6Q3j1aIT9ba4ZexiSznqmEkGXB09dM8Jipm2OZnRW5WdE98eG+ToPHQMpyVo4F5NNW6O2wnwA/N29AGTZ4q/iqzQ1FkpP45FOmioDNQ4KCwuTPQVFAlF6phb+7j5aHnpK+0EIeh9/nkzXAAuLHQBUF2kGas0YBmq6aBoKS36ypQ5fMMy5Cwp42/ISPrepCoAHnt5L5/MvA1D7m7uRodQrWjLYA1UL8e3SW8wUJrjFDKSPpiMRLZS0ex8A5y3Q7mXr8V78ocFQdW9LB52bX0FYLSz//mcBGPj7Q4hQiIXF2uf+sqVazuBEKwH/8422MY3ZiPcUtBZBbTMUXp7OeqYSrsPHAMhaUEWjS/sdMSfWQD1HM1C7XtiB8+DQ8F4YDPEN6B7USJGkeEJ8labGQulpPNJJU2WgxkE6ucgV46P0HB8ZDnP4+79n/9d+Rsjrm9ZrNf79EcJeP8XnnUHJBRsgEGTlzu0s1A3TiAe1dowqqOmi6QNvtrOvzUWRw8onNlQCcOqcPK5cVsySXdtBN0DcNfW0PbElmVMdkWiLmYqhHtRE90CF9NF0JAY9qPuRUlJVkMGCokxc/hCvxuR9Nv/rCQiHmXXRWVS++woc82Zjbm1j4YHXWVSkPaA5c14eeRkWaru9HBynWFK3O8CfdzTzqxcbRjVmO1xDDdL9bTMT5pvOeqYSA4c0AzV7aTX1vdrv5lgPat7aFVhysnAdraf96RcByFk+aKBaox5ULQc1O5qDOvkiSUpTY6H0NB7ppKkyUOMgNzc32VNQJBCl5/jU/OJOam+/i/q//Itd7/08QVdiq4hGCAeD1N/xIABzb7mGqpuvAWD1ji0sKLADMD8mxHe0L93poOmxbg937moB4LMbq8ixD1a+/eAp5ax+Tau8OXCa1ipi78/u5IWabh472MmBGcwVHIvhIb7TWcU3HTQdjcyqCqyF+fi7evHUa5pHw3xrtDBfKSVN9z0OwOx3XY4wm5n74esBWL/tWRbpD2hsZhMXLdKegj8+TrGkTl0PdyA8ak5hh+5BjQR+zVQeajrrmUo4D9YCkLO0mno9Lz/WQDVZLRRtXA9A+5NbAcheeqIHNRLiG/k9FE+Ir9LUWCg9jUc6aaoM1DgIpWConSJ+lJ5j0/7frRz90Z9ACKyF+XRv28Wr7/wUgd7EV/zseOpFvE1tOOZXUnze6RSdfQp9xbPI7eth1huvA1CSZSXHbqbfF4oaRMNJdU2dtQ088vlfsPTlLVy+tIhT5gz9o+Havpus7i76Cor428XX487KJrj/MHf9+b/8clsDn3/sCC390+vJngiDRZKGVfGdBg9qqms6FkKIIf1QAc7R2828XN+Hyx+id9deXEfrsc8qovg8LSwz56qL8GY6KG88Tvbhw9HzXba0CIDNNT1jtgPpjlkfraOE7nbo21eVaw3cZ8qDms56phLOQ5qBmrF4Pi0DPkwCKvPsQ8YU6WG+kYiM2BBfsyMDU4aNsMdH0OWJtpmJp0iS0tRYKD2NRzppqgzUOHC5UsN7oUgMSs/RcR4+zuu3fhuAxV/9CKc/9kcyZpfSt2sfO679JP7OE4u8TIW6v/4LgKqbr0GYTHR6Quw5ZSMA/f/QisUIIZhfoIf5jpKHmoqahv0BWv79LK9e9//YtuFdLHn8US585F6u9TSeMLbxnkcByHr7RZQU5XD8vAsBuOjV51lUnEkgJPnTjqYZnf9wZDiMr1XzoNrLSvCHNC+dWUBeRuI9qKmo6WQY7Ie6H4BZ2TZOKsvGH5K8VNdLk14cqeLaSzBZtPev1i157dRNANT/8d7ouWbnZXByRTa+kOS5mtHXYE+Mgdo2MLKBGslB3TA3D7PQ1pQnMP1fYtJdz1RhQPegOstnE5ZQlmPHZhn61a747FOj/7fkZpMxe7DVhBAiWigp0N0bE+I7+c+A0tRYKD2NRzppqgzUOCgrK0v2FBQJROk5MoG+AXa//0uEnG7K3nY+8z9xI1nzKzntkd/jqJ7DwN4jvPKOj0fDPKfKwMFaurftwuzIZPb1lwNQ0+Vh39rTCdlsdG15FefROmCwUNJoBmqqadr5wg42r3k7r3/kf+jaupOwzUbznPkAHP3qT6M9CgH8Pf1avqkQnP+J67jzXSv45I8/gjnLQd7evXyxLECGxcS2433saR5I1i3h7+xBBkNYC/MxZ9ij3roChxXTNFQKTDVNJ0tetFDS/ui2SJjvC/tbaXn4GQBmv+uy6P4jnW5eO30T0mKh7YktuI4NPsw4W/fAjuXxjBStAmgbGNnjHslBrczLYGGxg7Bk3NzWRJDueqYCgb4BfC0dmDJstOZon4eqfPsJ4xxzK3BUzwE07+nwSp7RMN+u3mgVX5c/NGKf3rFQmhoLpafxSCdNlYEaB62trcmegiKBKD1PRIZCvP6xb+GubSBn+UJW/vyr0S81mbNLOe3h35K9tBrXkTr2fva2hFyzXm8tU3HdJVhztXDDI51ufJkOPOdoXtQGPT91/jiFklJN04PfvB1/Vy/Zyxaw8Duf4a9fuY1/fvAzZCxdgKehRQuh1ml54L9If4Dic04ls1L7Y2LNz2XOTVcB0POX+3j3yZoH5PfbGyf9JTJRnBjeqxlD01EgCVJP08mSd7JmoPa/eYhwQHuvNs3PxyzA+cw2Qk43eWuWk71kfvSYI51u3Dl5mC46B6Sk7o/3RfeVZtsARg1zh6EhvqNV5+1wBag+8AbhX/2J5YWacTMTYb7prmcq4IwUSFo8n4YBTevY/NNYItV8Y8N7I0R7oXb3YTaJIUbqZFCaGgulp/FIJ02VgRoHVuv0fAFTJAel54kc/+N9dD63HWthHmv+9gMsWZlD9ttnFXHK/bdjyrTT+fzLOI8cn9L1An0DNN//BABzb7k2uv1ol+bJKXj32wFouu9xgi43C6KFkrwjni+VNHUeOY7zYC2WvBw2/Pev1Jx9Hv3WDJZX5LLmF18Fk4njf/pntMJr4z/+A8Ds668Ycp55H3kXwmal9T/Pc6nDR2m2jWM93nEL5UwX0Qq+M9ADFVJL03iwFeTiqJ5D2Otn4IDW7iM3w8L6ylyW7dLaCUUiByIc6dQewMz98DsBaHn46ei+4izt/RjLQI0N8W0dIcRXSknZ009z1d//QM9dD7CkWQsXnQkDNd31TAUi4b3ZS0YukBRL9SdvZPa7r2DeR68/YZ+tSPO++ru0cPF4w3yVpsZC6Wk80klTZaDGQV5eXrKnoEggSs8TaX9Ka0ew/PufxTG3AoA9zQP88ZUmfvJCHf/z3xq+8FIHR9doT+WP/eVfU7pe032PE/J4Kdq4fogH6aj+BX3JhpXkn3ISwQEXzf/6L3MLMjAJaOjz4g+GTzhfKmna+ujzAJReshGTzcp/D3cBcNHiIvJOXsa8D70TwmH2fv6H9O3Zz8C+I1gL8yi9ZOOQ82SUlTD7uktAShr/+A8+ctpsAO7c1UK/d/ItIaaKt3nkCr7T5UFNJU3jZXg/VBkOc15vHVXHDhO0Wim68rzo2H6v1pPUbhYsPGU5wmoh0NMfDQcv1t/nTldg1GrW3Z7RPahSSg78+K9semTQK1vu1ULGD7S7CE+gx+pUMIKeycYZNVDnRw3UOaMYqBnlJZz086/imFd5wj6b7kENRFrNxNkLVWlqLJSexiOdNFUGahx0dibHY6GYHpSeQ5FSMrDvCAAFZ6wBIBSWfOvpWv71ZjtPHenmlYZ+Dna42bb2LACO/+MxDh1rj/uaHXp/vsr3vC26rccdoNMdINNqoiLXzpwbrwK0Vgl2i4nZuXbCEo73nuhFTSVNWx99DoCyK8+jqc/H3lYXdouJTfPzAVj4xQ+ROaecgX1H2HPzVwCouOZiTHbbCeea//H3gBA03/8kp5VYWV2eTb8vxN17Zj5sZ7AH6vAKvokvkASppWm85K1ZAWiVsQ9++9e8cMo1+D71dYSUHF5+Mk81D+aJHunUogcWFDmwmE3YS4sB8LVrDziybGbsFhPeYBh34MSHNDAYdg2aBzViyMpwmIPf+CX1P/sLYSHordCMFltfHyVZVpz+EA0jrKtEYgQ9k02kgq9jyXwa+k7sgTpRBnuh9gIxHtQxKkSPhNLUWCg9jUc6aaoM1DhIpycQivFReg7F09BKsN+JrbgA+yytnUXrgB9PIExehoXPbqzi2xdW8/MrF/HZ92+ibdFSrD4fd3z3bu7e0zrpnEgZDtP32gEACk5fHd1+VM8vXVCUiUkI8k5eBoCrph4YLJR0bIRCSamiqfPIcZwHarDk5VC06RSeOqIZF5vm5+PQvwRasjJZ/qMvAOBr0/54VN5w5Yjny1pQRd7a5YR9frq37uRjp1diEvDI/g7qekbOx50uTgjx9UxfixlIHU2nQqSSb+fzr3D8d/fgbWojY3Yptvdey3NXvot7XmvDrXutjujh7YuKtc95RpluoOqVk4UQMV7UkcN3I5rYzAJvMEy/L0Q4GOTNT3+fuj/9EywWHnvXLXSevUk/dyfLS7OA6Q/zNYKeySbiQfXOmUMgJClyWKP5o5MhtkgSQE7EgzrJVjNKU2Oh9DQe6aSpMlDjwO8fudiEIj1Reg5lYK/WbzH3pMXRwkgNfZo3ZUFRJpcsKeKMuXmsKM1mfWUu533xRgBWb9/MXa828elHD9M3iZBTV20DwQEX9vISMspKotsj+aeLihwAOObNRpjNeBpaCHl8VI9RKClVNI2E9866eCPSYuHpI90AXLy4cMi4knNPp+LaiwHIO3nZiIVMIsy68EwAOp55ieqiTC5bWkxYwj2vtU3HLYxKNMS3YmZCfFNF06mQu3IROSsWYSsuoOrmazjtkd9z9qsPcO6PP8PCqmL6vEEe3Ke9r5H800XF2uffrq+NyEMMGHyvR8pDdfpDBEISh9UU7YvZNuCn9ZHnaP7n45gzMwjd9j8cWbl20Dvb1snyWbqB2j69BqoR9Ewmvo5u/F29mLMdtGRqfZRHquA7EU4I8bVpURADkwzxVZoaC6Wn8UgnTZWBGgcez8x6KhTTi9JzKP17tfDenBWLotsi4X5z8k4MH6u8bBMZlWXkd3dycv0hDnW4+cdrEw857dP7QkY8pBEiX9AX6h4kk81KZlU5SIn7eOOggTqCBzVVNI2E95a/7Tz2NA/Q6QpQnqP1vxzOsu9+hnkfuZ7lP/zCmOcsuWADAB3PbEdKyXUnaQbiK/V9BEIjh3pOBz7dg2ovHx7iOz0GaqpoOhVMNitnPnsn5775H5bf9jkKTl2FMJkQQnDLKeUA/OuNNvq8wWiIb8RAjXhQY9s6FWUN5qEOJ1aP0mzNcGl1+uh//SAA8z95Ix3LtJDjbP0hg7e1I+pB3TfNHlQj6JlMIuG92VMM74XYIkm92jnj9KAqTY2F0tN4pJOmykCNg3TqI6QYH6XnUAb26R7UlbEGqvYFaM4IT+iF2czcm68B4IoDWjXSxw92TbhwT98eLbw3Ev4YIeJBXah7UAGyFs4FwHW0bkgv1OFFYlJBU+fRuqHhvXpxpAsXF53QhxC0VjJLv/3/yFu9dMzz5qxYhL28BF9bJ/1vHqY81868ggzcgTCvtzin5V6GI6WMGkoZuoHapec7TpeBmgqaJoqR9F9VnsP6yhzcgTB/3tFE64Afm1lEjY6ol7N10INaPIYHtVvvgVqQaaU0R8tnbhvwR3upZi+aS4du2ObPjnhnu1hQ5MBuFjT2+SYVCTFZjKRnMnAe1FrM5CytHnyAGKeBOthmplc7pz2+HFSlqbFQehqPdNJUGahxkE59hBTjo/Qcyoge1L6xWxjMvuFKTJl23C/uZKNpAG8wzMP7OkYcO5xI/ml+jIHa0OuldcCPw2oacs2sBVWAloda7LCSYzcz4AvROewLeipo2qZ7T2ddvBGXFLxY14cALlpUOPaB4yCEGPSi6sWlNszVvmC+VNc3pXNPlEB3H2GfH0teDpYsB4FQmD5vEJOA/IzpKZKUCppONzev1ypm//ewFgpeXZiJ2aQZs/aIBzUmxLd4Qh5US7RnapvTj/tYAwCO6jl06LmrxXO1vrq+tk7MAhaXaF7UA9MY5vtW0HM6GYh4UJdWRx8gxu9BzQfA3xUJ8dUM1MmG+CpNjYXS03ikk6bKQI0Dm+3E6pqK9EXpOYi/uw9vUxvmzAyyqudEt4/3hN5WkEvFtZcAcPbrLwHw7/0deAJjf8EJ+wP0R3JeVy2Jbn++RuvHd9a8/OgXdICshbqBerQeIcSoeaipoGkk/7TsynPZXNNDICQ5uSKbWdlTn9usaJiv9l5vmJsPwMt1faO2HEkkgwWSNM9bj+6ty8+0DNErkaSCptPNomJHtLpz5OcIkfzsWA9q0Ri9UIeE+EY8qL0e3MebAHDMq4watiVFOVjycpCBIIHuvhkplPRW0HM6iRRIylm6gHb9QUNE58liLdByWAM9fchQKO4QX6WpsVB6Go900lQZqHGQk5OT7CkoEojSc5CB/Zr3NHv5AoRZ+5LS5w3S7wvhsJoozBzdOzb3lmsB8D36NKuyBQO+EI8d7Br7egdqkP4AWQursOZpOkgpowbquQsKhoyPelCP1gGwUA/zPdThHjIu2Zq6auoZ2H8US242xWefyo6GfgDOXzg172mEwrPWY7Lb6HvtAL6ObhYVZ1LssNLpDkRzd6eT4T1Qo8ZQ5vQ1AU+2pjPF+9aVE7HxYw3UiAd1okWSIg8NCjOtlOuGy0BDKzIQxF5egtmRQYfeG7Uky0bGSIWShhmoYf/oPVcny1tFz+lAShk1UDMXz4+uv3gLlJksFqz5OSAlgd6BaJGkyfZBVZoaC6Wn8UgnTZWBGgddXWN/6VakF0rPQSLhvbkrFke3xTaAHyl3LkLOsgUUnrmWkNvDla1a2O4Db7bjH6Nwz0gFko50emjq91GQaeHkiqG/TKM5qDX1SClZqn+RPtgx9It0sjVtjQnvNdms0SImsQbHVLBkZVK4YS1IScez2xFCcIYe5vtiXe+Ix/TseIPeXXsTcv0TeqB6preCLyRf05liTn4GN5xcRlmOjVPm5Ea3Rzyo3taOqJFY7NAMz5FCfLtGCPEN1Gne06z5cxjwhfDpVX6zbObBEOLWTpbN0j6nR7rc0Wt1v/waT1WdTePfH0nIfb5V9JwOfC0dBAdcWAvzcGflEJaQl2HBZo7/K501plBSvB5UpamxUHoaj3TSVBmocVBQUDD+IEXaoPQcJNJiJmflCBV8J5DfVHGNFubreHkH1YUZdLkDPKO3VhmJQQN1MP/0uRpt/NnVBSeEi9qKC7Dk5RAccOHv6Gapnit3qMM9xLOTbE0Hw3vPIxAK0zrgQwCzc+NrAzESJTHtZoCogbp9hDxUb2sHO675BK+841Y8jVPPQRneA7XLNb0VfCH5ms4kN60r5653rRhi8JuzHZgdmYQ9PoL9WjGsQofm6erxBE7oPxzr1c62W8iymclq07R3VFdG809LsjTjNdLz2NfWSX6mlVy7GU8gHC221PXCDgDan3oxIff4VtIz0QwcjFTwraZLfzgUyUeOF1tMoaRokST/5IokKU2NhdLTeKSTplMyUIUQnxJC7BVC7BNCfFrf9i0hRJMQ4jX9dVnM+K8IIY4KIQ4JIS6e4tyTRjqVaVaMj9JzkKgHdSQDNW9842rWxWeByUT3tp28s1ozHv/5RvsJX54jRAok5a3VDNRQWLK5duTwXtAKBA2G+dYzK9tKQaaFAV+Ipn5fdFwyNXXVNjCw7wiWnCyKzz6Fln4/Yanlh9ksiXsmGCmU1Ln5FcL+AKvLs3FYTRzv8dIc814ANN7zH2QgiPQHqPnZ36Z87eE9UCNGzHR6UN/q61QIMRjmq+ehWs0m8jMshKVmpMYSDfHVNSnNtlHQpT1YyKquinpdI4bN8BDiSr2lVJNeIM1d1wyA68jxhNzPW13PqTCYf1o9qOMU195goaTewSJJqs3MWxqlp/FIJ03j/rYkhFgJfAg4FVgNXCGEiHyr/bmU8mT99bg+fjlwPbACuAT4rRDCPKXZJwmv15vsKSgSiNJTI+T14TpSByYTOUsXRLdHwlMn4kG1FeVTeMbJyGCIxUf2U55jo7nfx9ZjvSeMDTpdOA8fR1jM5CxfCMAbLU663UEqcm0sLRk5HHawkm8dQoioF/Vg+2AeajI17X5pNwDF552OyW6LVkCunICBPxkcVeVkL5lPyOmmZ8frWM0mTtVDQmOr+cpQaEhYZtN9j+OqqZ/StWe6ByqodQqDrWZiK/nGFkpqvOdRdlzzCQK9/SdoUppjI79Le7CgeVD1AkkRD+ow43e2/nlt1Ne/p14zUN11zYR9U2/2rvSMn6gHNdZAnbIHNR+AQHcv2XbNM+/yhwhPIudYaWoslJ7GI500ncrj/GXAy1JKt5QyCLwAvGOM8W8H7pVS+qSUx4CjaMZt2pFOfYQU46P01HAeOoYMhchaUIXZMWiMRjyoVXkTa2FQeunZAHQ8uYXrVmntK+59ve2E4ip9rx8CKclZvghzhvZlOBLee+6CwlHzXbMWaXmoTr1Q0lI9Xy42DzWZmjoPHwcGvdBNEQN/gu/fZIh4Udv1djNn6NV8Y8N8O559GW9TG5lzK5j97iuQoRBHfvznKV03NsQ3FJa82aqFnM7Knj4DVa3TwarJI/VC7XQFqPvLv+h+cTfNT27D6Q9hMYlouGZZto2CTt2DOj+mxYxu2GQMM34rTzBQW7QLhsO4ahumfC9Kz/hxRlrMLJkfbbFVlDW16pyDvVD7sJgEmVYTYQmewOg1BIajNDUWSk/jkU6aTqVh3V7ge0KIIsADXAbsBLqATwghbtJ//pyUsgeYDbwcc3yjvm0I7e3tfOADH8BisRAKhbj66qu59dZbaW1tJSsrC7PZTH9/PyUlJXR3dyOlpKSkhLa2NrKzswFwOp2UlpbS0dGBEILCwkI6OjrIzc0lFArhcrkoKyujtbUVq9VKXl4enZ2d5OXl4ff78Xg80f02m42cnBy6urooKCjA4/HQ1tbGkiVLaG1tJSMjg8zMTHp6eigqKmJgYAC/3x89PjMzE5vNRl9fH8XFxfT19REIBKL7U+WevF5vdP9b7Z4OHTpEWVmZoe4pHp3qtr4CQNayaurq6sjOzsYfkrQO+DEJCPW30+gyjXtPOWevB6Dj2e2s+pqbXJugttvD82/UsGxWVvSe3K/sAcC0qBKfz0dDUwtba3sBWJLhwel0jnhPokzLles/dIzm5mYKpOY5fb2xh87OTMxmMw0NDSxcuDApOnW/eQgA+/xK6urqONyqGfiOkGvUe4r3sxc+SfM8t/13G45brmJVSTFmAXtbnbR29+Mb6KHlr/cDkHPl2VTd8Haa//UkrQ8/Q9sHr8Vbkjfpz15LSwueJs3Q6Qj52PV6E419PkoyTSwvslFXVzctvyN6e3tZsGBB2qyn6fjshXK0hzGuplbq6uqw2Wzk6nZJY2c/BbpnvO3VN2FZObk2gXNggJ6eHvJFmNzeLqQQmMuLOX5UG5ttClJXV4c1V4tE6K9vxufzYfcPAHCsc4Bjhw7jax8srtGz/wjdDsuU7qmmpoaqqipD6jSd91RUWBjtgWqbP5u6ndpadOCnrq4u7nsKZGgPKjztXdoaNoMnAAdr61hQVqi+G70F70l9NzLePSXzu9FI9zQWYiol44UQHwBuBZzAfjRD9QdAJyCB7wDlUspbhBC/AbZLKe/Wj/0L8LiU8oHYc27fvl0uXbo07jnNBG1tbZSWliZ7GooEYWQ9nznSzd17Wvnfi6rHbeK+/ys/pf5vD7D46x+n+hPvBeBYt4ePPHiQyjw7f71u+ZjHx7L90g/St2c/a/52G/8pWsh9b7Rz8eJCPrdpbnTMng9+jbb/PM/Kn3+VyndfwbbjvfzvM8dYWJTJb98x+u+AgYO1vHjOe3HMm82ml+/H5Q9x9V1vYDYJHr5pFTaLKamaPr/m7fhaOti4/Z9kza/kM48eZl+bix9eupA1sxNb4j0cDPL8yssJ9A6w8aX7yKqew1eeOMqupgE+v6mKjVlBXjjlGoTZxDm7H8ZeUsiB//kFdX/6JyUXncW6u3406WsG+gZ4dsnFmLMdnL7vSW7+5376fSG+ccF8zpqXn9D7i8XI63SiHP/DvRz85u1U3XIty7//WQDu3t3CXbtbuaHSQtn7PwKAbdUyfvDOT7CkxMGv3q71F976wl5c7/ow3uJirtr7CF98/AivNTv5/iULWF+Zi7uumS2nXUvG7FLO2fXQkLV/+6pMtp39nug8Fn7xQyz87M1TuhelZ3y4jzey5fR3Yi8r5tzXTtQxXprue5w3P/VdKq69mFW//iYfeeAAx3q8/O4dS1hQNLHq40pTY6H0NB6ppunu3bt3nX/++etH2jelih1Syr9IKddKKTcB3cARKWWblDIkpQwDf2IwjLcRmBNzeCXQPJXrJ4vMzMxkT0GRQIyqp5SSe15rpbnfx5OHRi8tHgiFuWtXC+2vHQQg96TBFjOTqeAbS+llmwBoe+wFLlmieTw31/biiumrF63gu0YzfEfrfTqcrPmVYDLhrm8h7POTZTNTVZBBMCw52qUVAEiWpoF+J76WDkwZNhxV5cBgiGRlfmJzUEHrX1h87ukAtP93KwAbou1m+mj8+6MQDlN62dnYS7QerNX/7ybMmRl0PLUtrrYz3ubB8N579rTS7wuxqiybM/XrThdGXaeTwV46Qi9UPbTTXdsY3eY/WIMpFBrSlza3ow2AvmKtsFWHM5KDqhdJKh2s4ivDYSr0itMt/T6cx5uGzCNSKOnNVid37GwetQjaWCg94yM2/xRIXA5qTJEkIJqHOplCSUpTY6H0NB7ppOlUq/jO0v+tAq4G/iGEKI8Z8g60UGCAR4DrhRB2IcR8YBGwYyrXTxY9PT3JnoIigRhVz5ouT9Q42tHQP+q4Z450c/euZpz7jwJECxYB1OvHV02ywE/pZecAWm5kucPCSWXZ+IJhXtAr9Po6uvE2tWF2ZJK9aC4uf4iX6/sQwDnjGKgmu278hcO4jmlfyiMFlQ60a3moydI08sU9a+FchNlMvzdInzdIhsU05SqbozHrEu1hwNEf/4WeV16PtpvZU9dDg14cac6NV0XH20sKmfvhdwLw4Kd+ygNvtk/qem69l6aYVcS/93cigI+ePnvMHrmJwKjrdDIM9irtiG4r0lvN+I8PGqj4/RS1NVPgGMziyWjVWsy0FZQgpaRzWJsZc4Yda0EuMhjC39WL3WJiVraVkIS2I1o4cM4KLa/aqX/Of7e9kXtea2NX0+i/X0ZD6RkfA/trAC3/VNMxMVV8rXqRJH+Xlr8eTy9UpamxUHoaj3TSdKo9Dx4QQuwHHgVu1XNNfySEeFMI8QZwLvAZACnlPuCfaKHAT+rjJ1fDPEUoKipK9hQUCcSoekaMQYD6Xi8tA74Rx2073kd+dycWnw/LrOKopw3i96BmLagie8l8gn0DdL+0m0t1L+oTuie3b4/WXiZ39VKE2cyLx3sJhCQnlWVHvzCPd34gWo126Sy9km+Hi6DThWPAS3DAdUJhpunGeeg4ANmL5wMx3tM8+7QZcGVXnkvFtZcQcnvYecPnMB84xOJiB7P3v4m/rRPHgioKz1w75JjiW96FPyOTiqOHeObe56LGynj07trL3s/+AIDDeaUEw5KLFheysHhiIYBTwajrdDKMXCRJWy+iaWhAUllT3RAPalCvwttVUEJDnw9fSOKwmnDYBovpRz20er7p7Fxt3XfXaA8lis/TvPWumnp8/iDHurWIhZquybcuUHrGR9/ufQDknbwMdyCMNxjGbjGRZZtaUwRb0WAfVICcSKsZ/8S/pilNjYXS03ikk6ZTDfHdKKVcLqVcLaV8Vt92o5TyJCnlKinl26SULTHjvyelXCClXCKlfGKqk08WAwMDyZ6CIoEYUU8pJZv1gkNlOdoX2FdH8KK6/CFeax6gpFXzvnjmVQ3ZH6+BClB6mVbNt+2xFzhrfj5ZNjOHOtwc6/ZEw3vz1yzHEwhxz2ta+OG5CyfWRNqxcJiBqntQDzf38eK5N7Hrgpt5ZtGFPD3/XDavv5rtl3+IjudeHvV8icJ5+BgA2YvnAdA4TS1mYhEmEyf98muUX30RIZebXe/+LO+y9bHq1W3a/isvHmIcSyn59Zs97DjrAgBWvLSZO3e1jHjuWNoef0FrYdLdi23Deh5Ydz4ZFhPvX18xPTc2DCOu08linzVoQMqwVl01Etppa9E8pPnrVwJQ1lg3pO2Pq1ZbK71FJezTqy6XZA99GBQN89UN4Dl6WLpL95rnrlyMfVYRYY+Pw/vqCOnPfyKG6mRIFz3jCV+eLqSU9O7Wf3euXRHjBbdO+QFYJMQ3EA3xjXhQgxM+R7poqpgYSk/jkU6aJq5r/FsIv3/qPeAUqYMR9TzY4abN6afIYeWGk7Wy4iOF+e5o6CcQllS0aV9AjxUOGhthKaM9UOMxsCIGavuTW7Cb4Dw9dPfJQ130vaZ5UPNOXsYfX2miud/H/IIMLlxYOOr5YslaoBVbcumVSOcVZJJhMZG9cxeehhaE3Yo5M4Ow14+3sZW+Xfs4+tO/TPoeJkukxcyJHtTEt5iJRZjNnHT71yl72/kEB1z4Pv115h09QNBi4Xf5S2jpH/SeP3Goi23H+zi+XvOGzak9zDMHOqgdwwt2/M//ZM8HvkrY62f2DVfyrxs+TMCewbtWl1I0jb1PYzHiOp0s5kw71vwcZCAYzRXMsZuxmkU0x7T8HRcBUNpUR2FMiK9bD4fvKZ7Fm21aKHzJsLxFe6nuodVzXGfreaihJs34dcytIGuhtvaOv3Yketyx7sn31ksHPX+7vZF3/f1NejyBZE8F0HrRBrp7sRbmk1lVEe1lm4g1aM5yIGxWQh4vIbc3moM6mRDfdNBUMXGUnsYjnTRVBmocpFMfIcX4pKuegX5n9EvqcDbr4b2Xth+m8Ec/45zH7if0r0dpfmY77romZEj70vHSce34VU4tD/FQfmm0b2enK4AvGKYg00KOffIdqXJWLiZzTjm+9i56d+2Lhvk+c6SLXt2DWltayWMHu7CaBF86Zx42y8R+JWXrX5JdNVovVLNJsLjYwUm7XgJg4Vc+woXHnuOCmmc5a+s9CIuZ/tcOEuh3Tvo+JkOkP2HWDHpQI5gsFlb95puUXn4OwX4nQkq6TzmVTksm33q6Fk8gRH2vl99t1wyVW65YTdaiudh9Xsrqa/nzq00jnvfQ937Hwa//AqRk0Vc+Qu8nP8rR3gAlWVauPWnWtN9XhHRdp4lmeKEkIQQlGWbyurWfy952HlIIittbyEdb5yGPD29TG9Jspi+/aNCDOiycPiOa4xrphZoBUmJu034/ZFZVRPsQdx04Fj2uoc+LPzjxfpmQHnpur+uj3xfiaOfkPcTTQa8e3pu/djlCCLrciSmQBNrnKFooqbs3rhDfdNBUMXGUnsYjnTRVBmoctOrFJhTGIB31lFKy/eJb2Lz2Kmp+/jfCvsGnYqGwZNvBNi54+B5m/eAndD/2PGu3b+bsR//JG+/9HFtOu47nV13Jvm/8kiM7tcq9mXWaoddRXsmWY5pxWx8J743T+yeEYFakmu9/nqcKH6f0NrFgy3MEe/uxFOXzi8PaNd6/vpzqoolXl8uKhPgerY/mma7AxdyjB5FWK2LDagAsWZmY583Bt3gRMhTid797kq//t4YvPHaEbzxVQ7c7cZ6RoNOFt6kNYbPimKe1eI56oOMIkY4Hk9XC6t99m9IrzkVYLVz0tVuozLNzrMfLj1+o57bnj+MLSS5YWMB5CwspPuc0ABbVHmRn4wA7G4d62d11TRz71f8hrBZW/fobLPjU+9jZqIUIXbm8GPsEHygkgnRcp9NBpFBSbB5qhbcfSyiIqbgQe0khPWUVmMJhMvR17dYLKMnyUqTZTMuA9vtiuGETNX6jBqqdDLcLi9eLJScLa0Eu2YvmAeDVHw6ZBITl4O+LiZLqegZCYTr0ENrOBP6emAp9enhv3toVAAkrkBTBFimU1N0XzWmdTIhvqmuqmBxKT+ORTpoqAzUO0qlMs2J80lFPT30z7mONhH1+jvzwT7x4wfvoenE3AK9te5NLf/Y9Vu18EZPdxqIvfYiBW27ijfVn4l65HHtpMf6uXhr+eB/X//w73PLHHxFs7wJHJr0FxWw51gsM5p+O1z91LMr0ar7H/3Avz628nI0/+T7n/ed+ANrnLqDXF2J1eTbXTNITZyspxJKTRbBvAH+nZlDPfflFhJS0r1lHdpkWqiil5Kdb6tlVqrVkcL68mx0N/bze4uTl+n7++mriOl25jmhf2LMWVGGyWAiFJc16aG1l7vR7UCOYbFZO/tN3ueDQU5StX863L6zGYTWx7XgvNV0eynNs3LpB6/gVMVBXNWrhmn/e0TQk5671kecAKLvyPCquvQQpJbubNAN17ez4ey7GQzqu0+kgQ/9se2NazZT1af8PV1Zon7sK7QGOPHAYAFdtAwDWubOHnGu4BzWag9qunW9Wto2iPq1gkn1OOUKIqAfV2tiEScApeu/N2knmoaa6nu3OAJGl0JUiBmqsBxWgK9piZvzCchNhsNVMDzmRHNRJeFBTXVPF5FB6Go900lQZqHFgsyXmj4EiNUhHPSNFhrKXLcCxoArXkTpeveYT7Hrv52l77ycpbm8lMLuC0x//Ews+czMrP30jz1x1Aw998DOcvedhznjiz3RfeAE+ewb59ZphlbdyEQ67RW9P4416/+ZMoX9n/vqVZOkeF0tOFtknLeHwqvVsP/dSHjjvKrJsZr5w9lxMkyzwIYQYUslXhkLw+DMA7Fh9Ghar5lF49EAnW4710rZkKQDrWmv534uq+cb587GYBE8f6Y6rwMtIDOafzgOg3eknEJIUOaxDKqXOBEIIzA7twcKc/Ay+fO48BJq368vnzot6RwrPWIPJbsNytJZK6aW228uzR7uj52l9NGKgngtAc7+fNqefXLuZhZPweCeCdFyn08FIHtSibq3tjL+sjH5vkNbZmhHpfEOLkHDrBmpOdWwr8hE8qMPObTYJ5nm0tiOUa83dIx7Ugo425uRnRCtoT3YdpbqesVXPuyZY5Xo6CfsDDOzVHiRFekdHPLxFCQjxBbAWapV8A919cbWZSXVNFZND6Wk80klTZaDGQV9fX7KnoEgg6ahnpE1L2RXnctZzd7HwCx/EZLfR8cxLmPwB9q49g6UP/4FcvW/h4mIHeRkW2px+Gvv8ZK9exkMXX8cfvnQb5T/8CuXXXMTiL36QDfPyAdhS2zulCr4RhNnMmc/eyXl7H+P8w09x1tN/w/vVz7L9/CsYyC/kExsqmZUd3y/MrGgeaj1dW3fib25joLCYI3MWcqi5h0MdLn7/spZXef27N2HOzEAeq+dke4Cz5udz+dJiJPCXBHlRByv4agWSGmYw/3Q8Tq/K4ydXLOLnVy5mmW5QAJgdGRScthqk5PqAVsn3jp0teINh3Mcb6X/jEOYsB8XnagWVduv9LtdU5Ez6ocJUScd1Oh1EChnF9kLN6dByRAdmldHtCUQN1L7XNAM14kEtWjJvyLlmDc9B1UN8Y72z5S69d3GJFuVgLy9BZmbgcDtZZgtSXag9qKidZKGkVNezOaawWCp4UAf2HSHs85O1sAprXg4wOK/Eh/j2kmPTiyRNwoOa6poqJofS03ikk6bKQI2D4uLiZE9BkUDSUc9oFdw1yzHZbSz83C2c+fz/kXH1ZTx6/QfYf/MHWFg5WBHXbBKsr9S+1Oxo6GNfm4s+b5BZxdmsuukKVv/mWxSdtZ6z5+cDsOVYz6CBOsUKtCabFVtxQbQNwlUrZmEWcOGiwmhl33iIzUNt/PujAPSddw6YTBzz2vjus8cJhiVvX17MOUtmUXDGGgC6t+4E4D1rSnFYTVrIb/MAvvauaP/HeBjuQY0Um5rq+5coTirLHmKcRoiE+ZYe2MvCokw63QGeO9od9Z7OuvgszBmakR0J710zO2eGZh0zzzRcp9NBxgge1Ay9xUxXYQnd7iCdpRWELRbcNfUE+gZwH9MM1ILFc4f0yzzBgzpLC/H1t3dHC6kV9mke9d4CbZ8QAm+FVu17gaub+YXa53uyHtRU1zO28nUk1zOZRNrL5K1ZEd0WzUFNkAd1MMS3N+pBHZiEBzXVNVVMDqWn8UgnTZWBGgfp9ARCMT7ppmc4GKRPD93LO3lZdHtW9Rx2XX8jR1au5ZzqghP64p06R8sV29HYz4t1vQBsmJs/ZNza2Tlk2czUdnvp9gSxmwUl2YltI7K4xMG/blzF5zdVTal3XyTEt2fH67Q9uQVMJvLecTEA//daB21OP4uLHXzoNC3vrmjjOgC6dAM1P9PKtau0sMU7ttTw4nk38dKFNxP2D34Z7XEHCMuJ9UGMelCXaPmukRDp2SngQR2L4nM1A7X7hVd5+3Ltj9czR7tpffR5QKsKC1rxrddatOqva5NgoKbbOp0uomG4MV5O0aRFAbTlF9HtCRC2WPDO1byo/W8cwl2rFUnKml9JqR6xkGUznxB6brLbsBbmI0Mh/N3a+53VqV2nPWfwYVJHkbZuyrrbKM224bCa6PUG6ZmEpzHV9WweGAzrTWQxtXjp2zM0/zQQCtPrDWISUJCZKA/qSCG+wWghunHnmOKaKiaH0tN4pJOmykCNg0Ag+X+sFIkj3fR0HjpG2OPDMW929AsFgD8U5sXj2i+fc6pP9Eyum52LScCbLU621vYCcOa8vCFjrGYTZ84d3FaZnzEtoZxZNvOUG8tHQnz7du1DBoKUnHc6S5Zr20ISsm1mvnb+PGxm7ddc0aZTAM1AjXzhumZlCYWZFjKefBp/Zw++tk56d++j3xvkR5uP86579vJbvS3LWITcXjz1LQiLGcf8SmCwxcxUcnhnguyl1djLivG1d7HG24XdYqJh33EtvDfbEfWwHu504/KHqMi1UZYz8/eUbut0uogUSYp4UMOBIKHmVqQQ1DsKosZUeKkW3t+1bSe+9i5MdhsZs0spzdEM1NG8btFCSXoIsaVdCx9ucORr24NhGvK1OWS1tCCEYH40zHfiXtRU09PX3sUbn/hfnEeOA0M9qD2eIMHwxIy06aJ3WAXfSHhvYaYVsykxv6NtRdrfDX9XLzazCbtZEJLgnWALoVTTVDE1lJ7GI500VQZqHKRTHyHF+KSbnpECSbkx3lOAXY0DOP0hqgszqCo4Maw0N8PCsllZhKTWNqEw0zJiyOem6vzo/+eksPfPMb8SYozcyhuuZFFxJlb9y9oXzp5LeYwhlbNsAdbCfLzN7dGiMZlWM+89qZi1Lz0fHbf7kW188F8HeOaolnv32IFO2p1jF0lxHq0DKcmqrsJk1XK3Gnv1Cr4pEuI7GkIIis8+FQDXtp2cNS+PxXv3AEPDe/dEqvdWzGz13gjptk6nC1tJIQiBr6ObcDCIp74ZQmH68wroDAwaLtYVSwBoeUgrHuaYNxthMlGmG6gloxiosb1QZShEuKUNgKPWHKSU1HZ76CrWPKjemnqAqIE6mTDfVNOz4a6Haf7Xkxz/w71IKaOteDKtJiTQ40neFzt/Tz/u2gZMGTZyli8EBiv4JqpAEgwWSYr0187W+19PNMw31TRVTA2lp/FIJ02VgRoH6dRHSDE+6aZnJP80X6/kGOGFWs2gOnsE72mESJgvaOG9I3lH11TkRFsMTKVA0nRjzrCTOaccAFtxASUXnkmm1cw3L5zPx1dnc8bcod5hYTINhvlueTW6ffWBPeT09xK0aF/Gjj/7Cr3eICeVZbNudg4hCQ/v62AsXHp4b5aef+oJhOh0B7CaRDSkMpWJhPl2bn6FCxYWsniv1rKo7MrzomMG28vMfHgvpN86nS5MVgu24gKQEn97d7QAkrNkFiEJx/RiRdmrtcrVnnot/NehV/Cdrbc8Gs0LHu2F2taJt7kdGQzhysmlT5rp9QY50ummq0T7kuPSvY3RQkk9Ey+UlGp6RnLIXTUNdHuC+IJhcu3m6PvVlcQ81OhDyZOWRB+AdSa4QBIMbTMDWhQKgGuChZJSTVPF1FB6Go900lQZqHGQlXWi10mRvqSbnpEKvnkxBqo3GGZ7/ejhvRGGGKjDwnsjWM0mLlioFVg6qSx7yvOdTiJ5qLPfdVn0i9upc/I4a/7I70HRxvUAdG3bBWh9Uut+/w8Atl70dsJCUN5wjP+3tpgfX76Qm0/RisE8drBzzIb1gwWStAq+jXr+aUWuPWHhd9NJ0cZTQAi6X3mdBb1tlLY04LNn0LFsJaAZ3PvbXZgErK5Izmci3dbpdBLr5XQf00LQfeXaw5qjXW4AipfOw5ztiB6TpRuo5y8s5Ka1ZVy3auTew4M5rl2467XKzr5Z2timPh9HOt30FZYgzWY8ja2E3N6ogToZD2qq6ek6qrXbctc2RMN7y3Pt0VDoziTmofbp/U/z1g7+zu9McA9UgIzZmmfc09CCDIcnXSgp1TRVTA2lp/FIJ02VgRoHZvPM9jRUTC/ppGfQ5cF5sBZhNpO7cnF0+46GPjyBMEtKHJTnjh6WW12YyZISB1X5GawuH93Q+NBps/nztcs4uSI53rKJMv/jN1B6+TnM++i7h2wfTdOijXoe6rZdyFCIzudfwXmgBntpEVXvuxpvdTXmcJjTehoxCcHiYgdrKrLxBML852DniOeE2BYz84BBAzXVCyRFsBXlk7tqCdIf4NDXfwZAzdKTeKZBK4r0ZquTYFiyqNhBjh72N9Ok0zqdbga9nB249DBbOVszUD0BLV+wMMtO3qql0WMiHtQsm5n3ri0fEv4+5NyzBj2onjq9BVOZZrg06gZq2GzGWlUBUuKqrWeenlJQ3+OdcK5mKukpQ6Ho++hr66SpVfMgVuTaKdI9lMkslBTJP80fUsFXC0FOVAVfAGtuNvZZRYS9fjyNbVEPqtM/+sO5WFJJU8XUUXoaj3TSVBmocdDf35/sKSgSSDrpObD3MDIUIntZNWbHYPjtC3rRo7HCe0HLN/zl2xbzh6uXYjWPvvwtJkFVCof3RijauJ41f/k+9pLCIdtH09Qxt4LMqgqCfQP0v3mYY7/9OwBzP/hObj17PisvPxMYrPQLcJ1e6ffhvR34QyMXC4l6UJdEPKiRFj3pYaDCYJhvz8uvA3B45VpeqO3FHwwPhvcm8YFFOq3T6cZePlgoKeJBtc6tHDKm0GEdWuV7/pwJnTvWO+tp0AzUDD2Uvrbbw/EeLyYB+fpn3XnkOA6bmfIcG4GwjH72xyOV9PQ0tBD2DeaZdx7SjNXyHBtFuocyWa1mpJT0vTa0QBIMenSLEhjiC+DQo1JcNXXRVA/nBD2oqaSpYuooPY1HOmmqDNQ4KCkpSfYUFAkknfTs1XORYr94uv0hXtHDezfpfUzHwiREWoSdToWxNI3koR77zd/p3rYLc5aDOTddpe+LhAAPGqjrZudQXZhBtyfIs3rhpFhCXh/u400IszkaRhnxoFamgZEfIVKtF8CSk4XltLW4/CFeru8bLJCUpPxTSK91Ot1k6B5Ub1tnNAc18tkDsFtMOKymIb8nHAsmZqDaY/qsuvX81dxqzfjddqyXsISq/Axyl8wDwHVYC40dq1BSyOM7YVsq6enU7yFCvx7uG+tB7UqSB9V9vIlAdx+24gIy5wwWOOlKcA/UCNH+0jX1ky6SlEqaKqaO0tN4pJOmykCNg+7u7mRPQZFA0knPSLGM2PzT7fV9+EOSlaVZzEqDgjwzwViaRsJ8Wx99DoA5730b1jzN8MpffxImu42BvUeilSyFEFEv6v1vtJ3QF9VVUw/hMI75szHZtfe/oVfzIlWmkQc1f93KaM7irIvP4vzl+j2/2c6xHi92i4llpcnLX0mndTrdRIxI9/EmvE1tCLOZ/OrZ0f2FmRaEEOSt0QxUix66OaFzR8KH2wdDfGct1AzUiNduUbEj2uYpkrsZLZTUPdSD2rV1J88svID6ux4esj2V9IwUe4oQOK55pctz7RQ59KJESfKgDuafrhjSmiuixWjVmOMlO6LrkbqYEN+JGaippKli6ig9jUc6aaoM1DiYaNNqRXqQTnqOVME3Ur33nAVjh/e+lRhL06Kz1kX/Lyxm5n74XdGfzZl28tdrhYG6X9wd3X52dQGzsq009vl4uX5oo+vB/NP50Ws36UVW5qR4i5lYTFYLpZdsAqDinZdxzoICTAIOdWhFd04qy4r2lE0G6bROp5uIEdnzyusgJZlV5RTnZkb3F+pev8w55az8xddY9etvTrjvcMSQ9bV3R8OH5yybO2TM4mIH2YvmAUT7ho7mQe3e/hoyFKL7pd1DtqeSnpF7yNUrH5uaNMO8IsdOsUN76JSsHNRe3UDNjymQJKWMaTOT2IeSWQsGPaiDIb4Ty0FNJU0VU0fpaTzSSVNloMZBOrnIFeOTLnr6u3rx1DVjzsyItjMZ8AXZ2TiAScDGeflJnV8qMZamtuICclYsAqD8qgvI1CtXRhgpzNdiEly9Uqtk+s/X24eMd+n5pxFNutwBPAGtRUVuRnIKCsXL8h98jg3P3knxplMoyLRySuVg1ee1s5PT/zRCuqzTmSCSJ+pr0dofZVXPGZKLWBjz/8rrL2fWRWdO+Nwmq0VrNxIO4+/qRVjM5FeVDTn/omIHWYt0T1ttA+FgkOpC7WFM7TAD1dvUOmSuEVJJz4iBWnrJRgCy29qwmQWFDku0z2iyqvj27T4x/7TPGyQQlmTbzGRYEvs1bmiI7+Sq+KaSpoqpo/Q0HumkqTJQ46CtrS3ZU1AkkHTRM+I9zV29BJPes/PF430Ew5LV5dkUJLhYRjoznqbzPno9OSsXseCzt5ywb3grmgiXLikix25mf7uLA+2u6PbhBZIaIvmnaeQ9jWDJziJXN94BLlw0WHxqXRLzTyF91ulMYC8b+iXDUT0nakiBFuKbqPNnVpYhzOZouLpJQHVRJpYsBxkVs5D+AJ6GVspy7NgtJjpdAfq9gx43T1PbkH8jpIqeUkpcR7Qw5Vl6BEF+Vzvl2TaEEOTazVhNApc/hCcwMUMtUYR9fvr3HQEhhuQTR/JhixIc3gua113YrPhaOsgKaIWjJtoHNVU0VSQGpafxSCdNlYEaB9nZqd0bUjE50kXPaP7p6sEvKtHw3nGq977VGE/T2dddypnP3DmksEyE3NVLseRk4a5tGPKlOtNq5uLFWvjjM0cG8ziGh/hGCgotKBoMuUxXTq/KoyLXzoKizGgrkWSRLut0JrAV5SMsg+0CsqrnkJdhwaIXPyuc4sOqSAgxQGaV1gs4YqBW5WdEvXaRcFB3TT1mk4h+Ro73DHpRvc1axIGvtQMZGjR0UkVPX3sXwX4n1vwcspdWQ3YWGV4PVULLpRVCRN/PmQ7zdR9vQvoDOOZWYM0dfL8i+bCJzj8FtGJv87WcY3ur1gd3oh7UVNFUkRiUnsYjnTRVBqpCkSYML5DU4wmwp3kAs4AzVXhvwjBZLBScsQYY2m4G4Fw9z3frsV5CYUn/viO4ahoQFjNZ1VVIKdmsPzSYSEXlVMdmMfHHa5byq7cvmXAOo2L6ESbTECPSUT0HkxDRMNypGqiREGKAzLmagRppO7WkxDG4r0rvvdqgGTLDCyVJKfE2aw95ZDCEr/PEKtjJJlIgKWvRPIQQBCu0e5rdP/gQKlIpd6Yr+frauwCwl88asr3DNT0tZiJECmBZGrVc3IkWSVIoFIpEoQzUOHA6ncmegiKBpIOeWi88LcQ3YqBGWj6sq8xNu1zH6WaqmkZa0XRvG2qgLizKpCLXTq83yGv1Pez99PcgHGbOjVdhzrRzsMNN64CfIoeVlWXp86RyLGxmU9Qzl0zSYZ3OJEMMVL3HacSjNlXDZci5dSP00qXF3LSunPetK4/ui3hXPQ1anunwQkmBrl7C3sH+ot6mwfztVNEz0mImUvTJVaq1cinpHsyZTVarGW+rNofYBwax8yhOcIGkCJE8VOq1IlkTLZKUKpoqEoPS03ikk6bKQI2D0tLS8Qcp0oZ00NPT0Iq/qxdrYX7Ua/FCbS8AZ1fnJ29iKcpUNS06S89D3bprSNU7IQTn6O/3vl/8H/1vHiZzTjmLv/4xAJ6v0TxEZ1fnG77X7EyTDut0JokYLSa7jczZmofthjVlXLa0iFXlU3s4Yi8dbEmTOUczQjMsJt67pmyIUZQ5Z7gHdWihpOF5p96WQQM1VfQc9KBqXsOuIi3/Nqe9NTomWihphlvN+Np0D+qwFkGdLs3onzYP6gLtvQjWaQbqwAQ9qKmiqSIxKD2NRzppqgzUOOjo6Bh/kCJtSAc9I+G9+WuWIYSg1xPgzVYnVpNgw9z85E4uBZmqptlLq7GVFOJr64wWUIlwzoICitqaKbr/XwCs/NlXsGQ5CIUlW/Tw3nNVy5+Ekw7rdCaJeDkdc2cjzFo+6vrKXD59VtWU2wHZYzx2Dj3EdyQiBqq7XgsFrS7MxCTgSKebHncA73ADtXnw51TRM1LBN+JBbc7V7t3W0hIdkywPqq+tExjq0Y6dx3TkoMKgB9VbW4/VJAiEJL5geNzjUkVTRWJQehqPdNJUGahxoHKxjEU66Nm1ZQcAuXolx1cb+5HAqvJssmzmMY58azJVTYUQ0X6pnc+/PGRfVY6VK//9d8yhEPZ3XBqt+vtGi5NuT5CKXBuLix0nnFMxNdJhnc4k9nLN0+eorkz4uTNGKJI0EplztHDYSIhvtt3CKZW5hCU8V9ODJ2KQ6trFhvimip6RB1BZi+YSCIWpy9YqV4fqm6JjogZqsjyow0J8IzmoxdNloEZ6odY2kG3VdHJOoFBSqmiqSAxKT+ORTpoqAzUOCgsLxx+kSBtSXc+2J7fQ+PdHwWRi1sVan75X6vsBrcqq4kQSoWnRplMAOPjN29l5w+fo3PwKUkqO/+4fFNYfpz+vgF1XXhMdHymOdHZ1QVr9EUgXUn2dzjSFp5+MKdNOyQUbEn5ue4UWMmzJzcZaOPrvGPusIkx2G4HuXoIuNwAX6ZWunzrchbdRM1AjLZhiQ3xTQc9AvxNfWyemDBuZlWW0Of10F2n37jnehAxrXsPiZHlQ23UP6rAQ365pLpJkzcvBVlJI2OOjxK39rRnwj5+HmgqaKhKH0tN4pJOmykCNg3RykSvGJ5X1dNXU8+YnvwPAkq99jLxVSwiEwuxs1L40nFqVm8zppSyJ0LTiukuouuVaTBk2Op/bzs7rP8OLZ7+Xoz/5CwBPX3UD2zoC+INhAqEw2473Aiq8d7pI5XWaDApOXcUFR55mznvfnvBzZ5QWs+Qbn2DFj74w5sMWYTKRUTnUi3p6VS65djPHerx0HtO8kPmnnAQMtpyB1NAzmn+6YC7CbKa530fAnoEvL5+wzx8NUY7moM60gdqqG6gxHlRvMIzTH8JqEuRNY3G8SCXf0m5NM9cEPKipoKkicSg9jUc6aaoM1DjIzVVGgZFIVT2DLg97bvkKwQEXpZefw7yP3wDA3lYX7kCYuQUZlOfYkzzL1CQRmposFpZ//7Ocs+thFn31o9jLinEePkbY52f29ZdjPX0d7kCYHY397GwcYMAXYn5BBvMK0r//aSqSqus0mZgs02egzP/4DZRfdeG446JhvvVazqbVbOLcBdpT+s5j2raCU1YBQw3UWD1lOMybn/4eNb+8MzGTnyDOw8eBwQJJLf1a8aHgbC231lXbAAzNQY0tmjadSCmjIb6xIdddkQJJWdZpjdSI5KEWdmpG+kQKJak1aiyUnsYjnTRVBmochEKqJ5iRSEU9pZTs/dxtOA8dI2vRXE765deiX0ZebugD4PQ56fOLZqZJpKa2onwW/L+bOHvHA6z6zTep/tRNLPvOpzmnWvOUvlDbEw3vPUd5T6eNVFynCnBEW80MFhW6aLGex9mqGaT561YAmkdQ6jrG6uk8fJymex+j9hd3zpgBCOA6OrTFTPOADwDrXC2v11WjGaiZVjMOq4lASDIwAU9iIggOuAh5vJgdmZizB3Pao/mn0xTeGyGSh5rbrhmoE8lBVWvUWCg9jUc6aaoM1DhwuVzJnoIigSRbz7DPj7uuCU9jK97WDnwd3Rz//T9offgZzFkO1vzlNizZWYBmuL5Srxmop6n801GZDk1NNisV11zM4q98FEtOFpv0djMv1/ezvU7TRBmo00ey16liZAYLJQ0aqAuLMqnOseAY6AeTicyqCmzFBchQCF97NzBUz0iobcjjxd/ZM2Nzdx4ZaqC29GsGatYCra+su7Y+OjbSXmem8lAHK/gWDfGURlrdFE1TgaQI2XqIb1abpuvABHqhqjVqLJSexiOdNJ2++CADU1ZWluwpKBJIMvWUoRAvXXQzzkPHRtx/0i++SvbiedGfG/t8NPf7ybGbWTYra4ZmmX7MhKZlOXaWz8pif7v2C3/ZLIcKuZ5G1O/d1GR4L1TQKkVeWAhCSnz5+ZisFjIqSvF39uBtbiOjvGSInhFPJoC7rgl7ycwU8hjeAzUS4lu8ZB4tDHpQAYocFup7NQNxfuH0h/GP1mKmQw/xLYnpRzsdREJ87U1aCyHnBEJ81Ro1FkpP45FOmioPahy0traOP0iRNiRTz64Xd+M8dAxTho2M2aXYS4uxFuZjK8pnyf/cStmV5w0ZH/GenjonF7NJVYodjZnS9GzdiwpEQ34V04P6vZuaZI4Q4guw3qp5I7ty8ulxB8io0NriRPJQY/V0xvQajuSytvT7+POOJpp1r2aiCXl9uOuawWQiq3oOUkpa9BDfihXVALhiPKhFM+5B1VvMlA6t4NvUp88xd3ofhmXOKUfYrJi7urH6vBPSQa1RY6H0NB7ppKnyoMaB1Tq9oTXTSY87wK6mAXY19bO7aYAcu4Xb37YYx1u4l2Yy9Wy69zEAqj9xIws//4Fxx7+st5c5bY4K7x2LmdJ00/wC/vCKVqn0bGWgTivp/HvXyIzkQQWwdmkGVn9eIc/V9LCsohQAd1MbzxzpZn+jj/cUByjKsg7xoHrqmthe18ePX6jD6Q/hCYT55JlzEj5v97FGCIdxVM/BZLfR5QrgD0nyMiwULZwDJhOehlbCPj8mu21IoaSZYKQKvqBF0QBU5k2vgSrMZrLmV+I8dIyCrnZqu/LHPUatUWOh9DQe6aSpMlDjIC8v/YyDN1qc/P7lRo52eYZs7/EEefJwF1evnJWkmSWfZOkZ6Bug7fHNAFS887Jxxw/4guxtc2IWsL4yZ5pnl97MlKZFWVa+ft58EFA4zUVL3uqk4+/dtwK24gJMmXYCPf0EB1xYcrTUA4/eosWZl89Th7tYXa79jXlk8wEetywF4Om6/Vy3opiyGA/q67tr+H1ObfTn6fKgRir4ZuvhvZECSeU5Nkw2K46qctzHm3DXNZO9eN5gL1TXzBioXr0HasasoQZqQ58XgDl5GdM+h6yFc3EeOkZhRxtHeqsIhMJYzaMH3qk1aiyUnsYjnTRVIb5x0NnZmewpTIpj3R6+8VQNR7s82M2C9ZU5fPT02Xxig1ap8IE32wmGZ65yYqoRj549ngBPHe4iNIX3reXfzxL2+ik8ax2OqvJxx+9sHCAsYWVZNtl29WxpLGZyjZ41P5+z5uXP2PXeqqTb7923CkIIMitP9KJ6GzUD1V9UzLEeL387rhmAorOLilw7JxVb8QXD/HvzAcIeb/S4rqMNmARcvlQLbW0d8E/LvAfzT+cBgwWSyvXQWUe1loMZCfNNmgc1JsS3zxtkwBci02qi0DH9fwMilXyrBroISajv9Y45Xq1RY6H0NB7ppKn6lhsHqf4EIuhyc+RHfyKjfBaOt1/M/7zQjDsQZuP8fL509lxsFu25RFhKHtnfSX2vl801PVywaGYKU6Qa8eh5x84WnjjURZ83yHWrSuO6biS8t/L6yyc0XlXvnTipvkYVk0dpmrpkzinHdeQ4noYWcpYvBMDbrBmo1cuqeBloztTaYi2Rbj5x7TIG+vto8Fp48K81AAzk5pPT30tBTxc/uHQhS2dl8djBLtqcfkJhmfCce6duoEZbzPQPze3MWjCHzue249YLJUWq5na6p8dgHk40BzUmxLdRNxAr8+zT2gM1QpZeybe8twOA2m4PC4oco45Xa9RYKD2NRzppqjyoceD3z8wfqHgIB4K89sGvUfeH+zj0rV+x89SrWXX3nZzq7+KLMcYpgEkIrlulhV3d/0bbjPafSyXi0fOAXrn18YNdcb1vzsPH6du9D3O2g9LLzhl3fCgsebVRyz89vUr1Px2PVF6jivhQmqYukVYz7vrm6LZIiO+FZy7mimXF3HjJSgAyenowmwR+v5+TyrK5qUhrX9KxfCVSCLL7e1lVnEGGxURhpoVgWE6L19KlhxVHPai6p7Y8RyuG5Jiv5b0mzYParhuoMSG+jf2R/NPpD++FwUq+ee1aYZXaYSlCw1Fr1FgoPY1HOmmqDNQ48HjG/iWdLKSU7P3M9+l8/hWsRfn0rlyJOeBn1c4XOet/v8Fr132SvtcPDjnm3AUFFDmsHOvxRg2gtxqT1dMXDEdDnZr6fbzR4pz0NZvu07yn5W8/H7Nj/C8b+9tdDPhCzM61z9iXk3QmVdeoIn6UpqnLYKGkwQqRXt1ALamezf87cw7nnLoQhMDb2kk4GIzq6a7RDMDLLl9H5uxSCIejxm2Z3rapdSCxeagyFMKlXzeagzqCBxUGW80UOqwIoNcTnFJqx0QZqUhSrAd1JoiE+FqaWiAcprZ77BBftUaNhdLTeKSTpspAjYNU7SN0+Hu/o/lfT2J2ZFL35S/y1+s/xn2f/xYF77kKc5aDnu17ePmyD3HkR38m7NeeAtvMJt6xUiv/f/8b7cmcftIYT09vSwcvnHINe7/wQ8KBIMd7PMR+P3n8UNekrhcOBmm+/0kAZl9/xbjjpZQ8oV/jNOU9nRCpukYV8aM0TV0cw1rNBAdcBPudmDLtWAu1kDKTzar1Nw2H8bV1RfUcLFY0b/A8uie2PFfzZrYkOA/V09BC2OfHXl4SLeoUzUHVjeKsas1AdddqBqrFJMjPtBCWWg2C6STodBFyezBl2qPzA2jom1kPqjUvB1tJIfh85PT3UtvtGTNiSK1RY6H0NB7ppKkyUOMgFfsIHf/TfRz79d0Ii5nSn/0P9/rysJgEn77hDE776Rc597V/M/fD70KGw9T87K9sv/SD9O87AsDlS4txWE283uLkoB66+lZiPD07nn0JT0MLjf/3b3bd+HmONmjG4sqyLASw7Vgv/d7ghK/X+fwr+Nq7yFpYRf76leOOv/d1rS2D1SS48C2aJzxZUnGNKqaG0jR1iYT4RgzUiAc0o6J0SK6kvVzvhdrSHtUzWqxo4Vwy52oGqrtOM1AHPaiJNVCjRvHiedoc/CH6fSHsZhEtPpQxuxST3YavvYvggPZ3MRLm2znNlXy9uvc0o7R4yPsXaTEzZ4Y8qDDoRa3o7aDPG6TbM/rfOrVGjYXS03ikk6bKQI0Dm82W7CkMofWR5zj4jdsBWPnzr9K87CQAzpqXx+oKrR2JJSeLZf/7KU598Ndkzq1gYN8Rtl98C8d+/w+ybGauWKaFEd3/5lvPizqenn2vHYj+v2vzDgKf+CoOZz8bqvJYV5lDICx55mj3hK8XKY40+12XjVvo4omDnfxtZwsC+NK5c8csUKEYJNXWqGLqKE1Tl2iIb71moHqbtb8jmbOHFpCL/Oxtasdms+Hv7sPf1YvZkUnG7NJoNXNPndZbOJIP2pLgVjPOQ1obm+wl1cBgeG9Z7mDxIWEy4ZivVbp3HWsEZi4PNVogqXQwvDcUltF5zp5JA1XPQ13g0v7GjZWHqtaosVB6Go900lQZqHGQk5NaPSgPfPOXICWLv/YxZl93KQ16nkpVQeYJYwvPWMOZz91F1fuvRgZDHPrWr/A0tPCOFbOwmATbjvXS1Dc9fedSlfH07Nfzdlf+4mtkzq0go7b2/7d33mGSXNXdfm/nNDmHzXmlVc45IokgJJFENgbb2MI4YH8YYxsMxmAMBmyTbJMNAoEEyCQBkpAEWsVV3Bwn5zydw/3+qNA9szM7Mz09091X930ePZqpru6+Nb+t6j51zvkdbv/yp1kfGeOmNUFaOo9x4L/vZu/7/5V9f/Mp+n58P/GhuQPWxMg4g7/8LTgctL72JgA+/XAH7/nRQX6yf5hYKmPv+2jHOJ/7nVFe9p5L2rliQ00hDvclQamdo5rlozUtXdx11TgDflKT0yQnpoj1GHfpfa0z52tbv8d6B6ioqCB8xDQq2rzOGFezrg3IBrrNZoBa8AzqwRNANoNqBcCtFTMDP2vES2J4DMg6+a58gGqNmMkGqP1TCVIZSX3Qjd/tXNH3zyW03QjiW/uNz6Ljo/MHqPocVQutp3qUk6Z6zEwejIyMEAqFir0MAJLjk8T7hnD6fWy4481AdpD32uq577K6ggF2fuKviHb1MXT/bsaffpGWW67n2s013HdolLtfHOS9l65ZtWMoNqfSMx2LM7X/KDgcNL/qamqvvogfvPwOGns6GXnDu5GJJG80e3K6zOd0fv0eALxbNnB83WbWNFbSQoLE2ATRjl5kMkX91Rfha2mgZyLOfYeMYPbQcISvPdXLTdvq2NoQ4JO/6SAj4S1nN/OqnQ0r/ndQiVI6RzWFQWtauggh8K9pZvrgcaJdfdkS31kZVF+LGaD2DTEyMoLTClC3GFm6wLwlvgXOoB46DuRkUKesGagzswvuGqN/NjluGAjWWxnUFS7xzQao2Rmo3ebn+mqW9wLUXHAmABUHD8K1cPQUAao+R9VC66ke5aSpDlDzoKamdDJZYdPAIbBpDcJhJMQ7x60+lVMbKVSde7oZoO6l5Zbrue30Ru47NMpDx8b4k4vbcRV47lypcio9p/YdQabShLZtwBUM0J0QfO/3/4zXfP9rtB54EeF2EW9v53BVE7W7tnBFe5DR3+1h9PHniB8+Tuvh46SB7lmvu/YdrwFgd8c4ANsbjNLdA0MR7soxq3rF9jreek75NLWXCqV0jmoKg9a0tPGvaTEC1M4+Yj1Wie/Ma5evzQxQewZoq6mhN8cgCcBvmy0ZAWpdwI3LIRiNpoilMvhcyy/6kplMzgxUw8G3b9LI0FoOvhaeasOULjk6Ya8HViGDajn4NmYD1NU2SLKoPG0zzlCAdG8/oclxjo3O//76HFULrad6lJOmOkDNg2g0SmVlabipho8YVvnBjcYd6EQ6Q/9UHIeAtspT32mtPvc0AMaf3gvAhlo/a6t9dI7HeL5vinPaSuMYV5pT6TnxrFHeW3XWDgCODEdJen10f/D9vOn0Sjx11fTHMvznXfvwOgWve9Pp9N38aj7/68PUnThOW8dRpBC8+uKNrF3bgLu6En97E4H1Rm/Tox3GF5/X7mrkio017B8M86O9Qzx8bIzLN1TznkvWrMpAdtUopXNUUxi0pqWNP8fJN2ZnUGeX+Jo9qL2DRKPRrEGSGaB66mtw+n0kxyZJTkzhrqqgKeShZzLOwFScdXO0rSyVaFcfmWgcb1M9bjMA7Z3l4GthZVATY2aAapb4Dq90gGrNQM0ZMdMzsbojZiyE00nN+Wcw/OBjtHcc4VBVNYlUZsZMdQt9jqqF1lM9yklTHaDmQSx26llgq0n4qFkiZTrt9U7GyUhorfTM+QGSS9XZO0EIJl88RCaewOH1cOn6KjqfjfHbExMvmQD1VHpaBkmVZ5oB6kgEgE31QXymI2WrB85qDfFs7zT/9MAJnumZQgoXZ950EW7HJfx43xBrTm/ggovaZ7z2WDTJ3oEwbofgvHbjb72jMciOxiB/dcVaXA6hg9M8KaVzVFMYtKalTa6Tb9TqQT2pxDfr4huLxZg2S3xDm41MphAC/1orE9uLe9c2miuMALVvKlGQANXuP922wd7WN2XNQJ1V4ltrZlDNEt/VyqBaLr65PajdRcqgAtRcfBbDDz7G1p7jHNh1Hp3jMTbXn2zYp89RtdB6qkc5aapNkvKglOYI2RlU02mva5HlvQDuyhChLeuRiSSTLx4C4PL11QA8emKczCnmnanEqfScfM4IUK0M6lHTwXBz3cwvSjdtM75I7OmZQgLvOK+FP7t0DddsNsopHj528t/zsc5JJHB2WwUBz0zTC7fToYPTZVBK56imMGhNSxvLyTfS0Uusb8jY1jozQPU2N4AQxAdGqA9VEu3sQzidtlsuYBslRUyjpJYCj5qxHXxNg6REOsPQdBKHgMbQrADVKvEdmxWgrnQPqplB9eUEqJa3RPs83hIrSe1FZwHQduIIAMfm6UPV56haaD3Vo5w0XVaAKoT4MyHEi0KIvUKIPze31QohfiWEOGz+vyZn/w8IIY4IIQ4KIW5Y5tqLRu4coUwqxcSz+2cMrx6NJO1ynJUmfNQMUDdZAapppFC9uLusVbPKfDfV+WkKeRiNptg/8NKYiTrfXKhUOML04Q6Ey0nFzk1IKTliB6gz7x5fur6K2oALp4D/d+U63nhWM0IItjcEaAy5GY4kT/p7PnpiHIBL1lUV/qBe4pTTrC/N4tCaljZWie/Enr3IRBJ3bRXOwMzPIYfbZRj/SMnxnz8IUuJf34bD47b3sYySopZRkpnV7CuQUZI9A9XMoA5MJZBAQ9CD2znzK5HHMkkyS3yrfC5cDsF0Ij3Dcb3QzDZJCifSjEZSuJ2CxuDqj4moOnM7Dp8Hf3c3vsj0vEZJ+hxVC62nepSTpnkHqEKI04E/AC4AzgReKYTYAvwNcL+Ucgtwv/k7QoidwO3AacCNwBeEEKvnlV5AfL7sh+7RT3+N3Te+k547fwJARkr+6qeHefc9BxgOF9YafzYykyFizmezA9QlOv3Zfah7jABVCMHlG6oBeMQMoFQnV89cJl84BJkMFTs24fR56Z9KEE6kqfG77GHuFh6ng3+/eRv/89odXLel1t4uhLDHw/zm2Li9PZpMs6d3CgFctFYHqIVmPk015YvWtLSxMqiJkXHj91nlvRaWk2/8aaM6xTIqsl/HmoXaaTn5FnbUzPRB08F3qxGgzlfeC+CuNXtQTZMkIcSKZ1FT4Qjp6QgOnwdXlTESwhr91lbpxVkE80KH10P1Oacba+g4Ou8sVH2OqoXWUz3KSdPlZFB3AI9JKSNSyhTwEHAr8GrgG+Y+3wBuMX9+NfBdKWVcSnkcOIIR3JYdfr9R3inTabrv/D8Aeu++D4AX+8N0T8SJpyWPHB9f0XVEuwfIxBN4G+twVQSBnBLfRWZQq881PnQmzAwqGNlAgN+dmJiRGVYVS8/ZWPNPKy2DJPNDeVOdf87y28aQh7Y5Squv3FgNwCMnxkhnjL/nU91TJNOSHY1BagPuk56jWR7zaaopX7SmpY27ugJnKFtZMrv/1N5uzkKdfvx5IGuQZBGwSnzNDKpd4ju5/AyqzGSyxkxmgNprOvi2zGEqaJf4mj2osPJ9qPEB0yCpsd7+nLHLe4vQf2pRk1Pme2w0Oud3A32OqoXWUz3KSdPlBKgvAlcIIeqEEAHg5cAaoElK2Qdg/t+y8WsjOyoSjMkbbct4/6IxNmYM7R7d/YxtBz/22HMkxiZ54Oiovd9KZyAtg6SAmT2VUmYzqIsMUENb1+MMBoh29dl9Lzsag9QF3AxMJzg8z51SlbD0nI1lkFR15nYga5A0u7x3IbbWB2iu8DAaSbF3YBqAR83xMrq8d2WYT1NN+aI1LW2MWagt9u++1nkCVDNwjZoj0iyDJAu7l3VWBrVvKrHsG6bRrn7S0Rjexjo8NUbw2WcGvq0VcwSodolvToAatALUlamQskfMNJ9skLTaM1BzqbnImIe6ruMoU/H0nAG6PkfVQuupHuWkad4uvlLK/UKIfwF+BUwDzwGpUzxlrrqUkz5tBgcHeec734nL5SKdTnPbbbdxxx130N/fTzAYxOl0Mjk5SUNDA6Ojo0gpaWhoYGBgwB4+Oz09TVNTE0NDQwghqK2tZWhoiMrKStLpNOFwmObmZvr7+3G73VRVVTE8PExVVRWJRIJoNGo/7vF4qKioYGRkhJqaGqLRKIlEgng8zqFv3JM9kHSaE/fez0MYd2UdAvb2hznU2UdjpZ+JiQnq6+uZmJggmUzar7+cY+p+8jkAnO2NdHR04K6sI5rMUOERuNJxOjp6FnVM/tM2Mf3ECww9/izpMzbj8/k4v9XPL44keeDgIBVJL4lEwn6+3+/H4/GsyDEVUqdYLGY/7vP58Pv9jI2NUVdXx9TUlH1MiUSCwcHBk45p5KkXAIg0VTM8PMz+PuNLytoKJ93d3Us6pgtbfPx4KsFPnutiU/VGdps3L85q9NDR0VHwY1JRp6UcUyKRIBKJKHVMKuq0lGNKp9NEIhGljkk1nURDDRj39YgFPIyNjZ10TIngzCArUV9JR0eH/bjTa9w3j3b2MjE+TiweJ+ASRFIZ9h45QUNlIO9jOvbbxwHwbmyno6ODhoYGjg0a5bv1fkFHR8eMY2psaACHIDU5TXhyiuGxUULONABHuge5pD2Yt05THT1Mf/P/CLz+ZVRt22gfU6bTaNtJh/zE43H6+/s5MmDcKPalpgmHw0X5t5dc2wROJ/U9nbjjMZ460stlm+rn/G6kzyc1jmm+70blfEwq6lTO341OhShUCacQ4p8xsqJ/BlwlpewTQrQAv5FSbhNCfABASvlxc//7gA9LKXfnvs7u3bvl9u3bC7KmlaKvr4/Gmloe3PVKUlNh1r7jNXR+7W5cV13CJ697MxtrfTSGPDzWOcmfXtLOq3Y2rMg69v3Np+j8+j1s+/CfsuHdb2RPzyR/8/OjnN4U5N9etXXRr3Po41/i2Oe+yYY/fSvbPvjHADzTO8X7f3aE9iovX3ntDqUdZfv6+mhpaZmxLTkxxf3bbsDh9XDdkV/jcLu4/dsvMBpN8fXX7zxpoPtCHBmO8Cc/Oki1z8X/u2odf/uLo6yt9vE/r91RyEPRmMylqaa80ZqWPvv/7jN0/M/3ATjzS/9Iyy3Xn7RP34/v57k/+nv792sP/RJ3ZWjGPg/seiWJoVGu2vMjfK2N/MkPD3BkJMrnbt7KjsZg3us7/vlvc/Cjn2ftO1/Lzo/9JQDv+sF+OsdjfPHWbWyaozrm/p03kRyd4JoXf4qnvoa7nhvgf57s5TWnN/BHs0aHLYUX//LjdH/n/2h6xVWc/ZV/zq7xS3dy8MP/MWONf/zDAxwtwPEvl90v/wMm9uzl7rffwTVvvJY3njXTEVSfo2qh9VSPUtN0z549T1977bXnzfXYcl18G83/rwVuA+4E7gXebu7yduDH5s/3ArcLIbxCiA3AFuCJ5bx/sUgkEgz9+lFSU2Eqz9jGhjveDEB899O4kgmu2VTLZea4lpUs8w2bJVLBjbNGzCyyvNdirj7UM5pDVHqddE/E6Rgvn7lJ+ZBInFyqNfn8QQAqTtuCw+1iNJJkNJoi4HbYJWdLYVOdn9ZKL+OxFP/zRA+gy3tXkrk01ZQ3WtPSZ0aJb9vc4wx8bY32z97m+pOCU8gaJWXLfAszamZqlkFSRkrbJKlljhJfyPahJkwnX6vEd3gZPajpSIy+e+8HYOj+R0mFI/ZjVg+qzyzxzUiZMwO1eCW+kDtu5uico2b0OaoWWk/1KCdNlzsH9W4hxD7g/4A7pJRjwCeA64UQh4Hrzd+RUu4F7gL2Ab8w908v8/2LQnNzM333/BKAlttehr+9mdDpW3HG46w9epCrNtVw8boqnAKe75tmPLoyZgr2iJnN+Tn4WlSdvRMwei5l2pDE6RBcbAZQvz0xUZD1lipzzYWy+09tgyTjC8SmugCOPLLJQgjbLOnYqKGTDlBXjnKa9aVZHFrT0scKLGFhF1+A0CyDJAvLKMkeNWM7+S7PKCl8yAxQzREzI5EkybSkyuc6aRa1hbtmnlmoywhQB37+EOlp4zMlE0sw9Kvf2Y/ZI2YajQB1OJwknspQ5XNR4c27K6sgWEZJ7ScOc3z05BvX+hxVC62nepSTpssKUKWUl0spd0opz5RS3m9uG5FSXiul3GL+fzRn/49JKTdJKbdJKX++3MUXi55DRxj89aMgBC23XAdA+AIjQ31+x34aQx4qvC7ObqsgI2F3R+EDvFQ4SqxnAOF22V8KljoD1cLbUIt/XSvpSNS24AfscTO/XWE34mIz11yokwyShs35p/X5O6BducEeCUxdwM3WhqWZLWkWTznN+tIsDq1p6WNlUIXTac/wnI23qQ4cxleP4CyDJPt1rAyq7eS7/FEzMpPJzkC1RsxYBklzjJixsGehjs8KUJcxZqbnrp8BULFzMwD99z5gP2YHqGYGtTvPG88rQc0Fu0AImrs76BueIj5rFqw+R9VC66ke5aTpcjOoL0liv30WmUhSd9m5+JqN/tLH1xlZyNYXn7WzkJevYJlv5LhR3htY34bDZdxVzbfEF6D6HHMe6tMv2tvOaq2gJhGh8mc/56lPf4MT/3MXnV+7m67//bE9N1UF5rLdnjBHzFTNGjGzuS7/AHVDrc/+knHxuqq8MrGaxVFOVuqaxaE1LX2CG9firqmk8sztCOfcGUmHy2WXr84eMWMRWGtmUM0SX2sETN8yMqixngHSkSie+ho85nxTe8TMPOW9kFPia85Czc2g5uPhEe0ZYOThpxAeN2d84cMgBEP37yY1HQaw3fS9jUaAny3vLf78Qnd1JRU7NuFKp2jsOnFS+48+R9VC66ke5aSpDlDzYPznjwBGeS8YH1SPOquZqKlDjE0wvmcfAJesr8Yh4JmeKSZjpzI4XjrhI2Z5rzliJpJIMxxJ4nYImkJL75GsOtcKULOBp5gOc/tXP8c1P/k+w//6ZQ783WfZ94FPs/ev/oXHb/kTEsPlY1d9KjyemX+vxPAYse5+nAG/XT59NM8RM7kIIbj9rCYagm5eub1+4Sdo8ma2ppryR2ta+jgDPq7YfRcX3P2fp9zPv7YVgIrtG+d+fJ3x+EmjZibzz6Ba1UFWea/xelYG9RQBaq01asYIUAMeJwG3g0RaMhVfepdS7w9+AVLSdMPlVGzfSM2FZ5CJJxj8pVHmmx0zY9z8tm48t1cXP4MKuWW+R+ieFaDqc1QttJ7qUU6a6gB1iUR7Bph84nkcXg9Nr7gKgN8cHSODIHzB+QAM/vxhAKp8Ls5sCZGW8FhnYct8ZxskWXdZ26q8OB1Lz8xVn2MYJVkBaiae4Jl3fAB/dzexlhb2XHoNz1x0Jc9ecDnh2jpkIsn37nyYzz/azb//tovP/raTfQPhQhzaqjMxMVMbK3taecZWhNPJdDxF31QCt1PklZ3O5fotdXz7jaezcRmZWM3CzNZUU/5oTcsDd3UlTv+pg6kdH/0zmv7ibdRcfNacjwfMEl8rg9oY8iCAoXCCVGZm1vLRjnH2Dy782TO7vBeg1zJIOmWJ78weVMi/D1VKSc9dRndT2xteDkDzq64FoP/e+0mFo6Smwji8HtzVFUBuiW/xM6iQa5R0xP7eYaHP0fyIpTJMFDiJUQi0nupRTprqAHWJ9P3wVwA0XH+p7T74wFGjzXbDq64EYOAXD9ulP5ebfYePFLiPM3y0A8gaJHWadzLX5hlAVZ6+BYfXQ/jwCRJjk7zw5x9j9NE9eBvruOHe/+SPvvUh1vzDe3nu9rey97RzADj62+f48b4hfnJgmJ8dGOGLj3UX4MhWn/r6mdlMu7z3TKO8d/+gkT3dUOPHlUfwr1l9ZmuqKX+0pupQuWsbW9/z1nnHl/laGxEuJ/H+YdLROB6ng7qgm4yEoelsFvWZjlGefsffcu9f/tuC5bbTB48BMzOoVk/rYkp8rR5UyDr5LjVAHX/6RSJHO/E21tG3/TTe8O0XeGHbGUaZ7wOP2caH3sY6+29TKg6+FjUXnQlAa9cxukZn3hjQ5+jSSaQz/OX/HeJt39u7rL7mlUDrqR7lpKkOUJeI5d7b+hqjvLdrPMbh4SgBt4OLXnkx7ppKIse6CB82AshL1lUhgD09U4QThTMtnl3iazv45hmgOjxuKncZs1Of+f0P0PfDX+EMBjj325/Cv6aFuoCbt5zTwrduP40rXnEhAOdN9vLHF7XxJxcbs+COjUZPurtdDpyUQTUNkirPMgySfnnI6Am6cG3l6i5MkzfldJdQszi0pmpxKj2F04m/3XCbjHb1Adkg0goqM1Jy79fuY8u+ZzntwV/RNXzqLOqcGdRJK4N6igDVNEmyelAB6vPMoPaa2dOW19zAE73TjEVT/OfBMK5zdiETSbq+9SMA22AqnEgzOJ3AIchrvNlK4G2sw7W2FU8iweSBYzMe0+fo0vnuswMcGYkSTWZWdCxhPmg91aOcNNUB6hKY2n+UqX1HcFQEabjmYgAeOGr0YV62vhq/z0PDdZcCMHifUeZbG3BzenOIZEYWrMxXSpkdMWMFqOPLd/qz+lDHdj+DcDk5+ysfo3LXthn7uByCi240Spl9R45yy856bjmtgbZKL8m0pGPs5NlopU4ymf2SkUmmmDCNoqrO2slYNMnvOiZwCLhx29yulJrSI1dTjRpoTdViIT2tPtTo7D5Usyz3waNjVD26GwBXOsX+Jw/M+1pSypwAdT0A0/EUU/E0XpeDWv/841tm96BCtsR3eAkZr3Q0Tt+Pfg1A2+tvygm04YE1hsli7/eNANbbVM94NMnf/PwIEthSH8DtLJ2vaxUb1wAQ6Rogk5O5LvY5OhVP5WVcVSyOjUS589msq2qpTUwotp6awlNOmpbOFa8MSE1HqDrnNJpfdTUOr/FhGfQ4qQu4uWazUcrbdNMVAPT/329ITk4D2XEtX32ylx+8MLhsw6T44Ajp6Qju6grcdcZrL8fB18LqQwU47VN/Q/1VF865n6+5AV9bE6mpsJ0ptsavHB4uvwA1dy5U/733kxgZJ7hlHYH1bfzy0CipjOTCNVU0BEvjDrZmYcpp1pdmcWhN1WIhPa1ZqHONmkmkMnzzd8fZtP95e/+ep/bN+1rhrn7S4Qieumo89cZnda9d3uuZt9QYcnpQx6fsbXXmZ8FSMqiD9z1CanKayjO2U7Fjkx2gbqz1s2/7mWSEIBMztqVra/jLnxzm4FCE5goPf3PV+kW/z2oQbDdm3HrHRmcE6cU8Rx88OsZrvvUCD5dYkDcf6Yzk0490kJZw7eYaXA7BiwPTjEVLJ4DQ11z1KCdNdYC6BGrO38XFP/tvKu+43d722l2N/O/tp3FWq2FoUHflBTh8HiafP8D9W1/Gb869lZZ//hdueuinJDu6+a/He3jjd17k4w+e4IX+6bzWETlqjpjZuBYhBOmMpGdy+X0qDdddQuONl7PzE39F++2vOOW+2bE0hqnSlnrD3fbwcCTv9y8W1lwoKSXHP/9tADb88ZuQwM8OGI6Kr9ihs6flRDnN+tIsDq2pWiykp+X0O/m8kRltrsiOmvnRviEqn96DO5ntR43sPzLva33znicAkOvW2Nv6FlHeCzk9qHNkUJcSoPZ8z5h9apkj9ZuZ4A9dt4H1G1vo3rDF3veXI5LuiTgba/185lVbaSuR/lMLX0sjABUTY3b1FhT3HH3omFHNlu/3qtUiOTlNx/98n7sf7+DwcJSGoJv3XLKGs1sryEh4rKN0SjD1NVc9yklTHaDmQahqZi+i0yHsmZauoJ/tH/lzKs/YhsPrIdYzwNj9j7LjVz/jDx66h/PaK0hlJA8eHeN9PznMw8eXPqrFNkgyy3v7p+KkMpKGoBu/e+7Zc4vBFfRzztf/hbW/d9uC+1adY5QkjT9jBqh15RugBoNBAEYeeoKpfUfwNtbR+pob2NMzRd9UgsaQm3PbdP9pOWFpqlEHralaLKRn4w2XgRD0/vBXxAaG7Qzq0ZEodz47wLbnnwKg7uqLAPAdPzGnz0M8laH3+cMAPOOt4fioUeVj9Z+2LtDbaZX4JuYKUBdZ4psYGWf4oScQbhctt15PJJFmMp7G7RQ0VXj40HUb6Dv3Anv/QV+IXc0hPv3KLfZ7lRK+VjNAnRyf4eRbrHNUSslec4rA6BL7glebgx/5T/b/3Wc48S9fBuDPL1tL0OPksvXGv7PfniidAFVfc9WjnDTVAWoeOOcZQG6x9m23cMkvv8Z1R3/NZY98h9M/+0EAHB3d/PONm/nGG3Zy6TrjYnRwcOkBnW2QZDv4Lr+8d6lUn2uUA0+YGVSrxPfYaJR0mRklWXoe/8J3AFj7rtfh8Hrs7OlN2+rzGt2jKR4LnaOa8kNrqhYL6Rnasp6mm65AJpJ0fPl7NJuZzu6JOKmJKTYe3gcOB9s++G4AGvq62dc/ddLrPNc3RXW/YbQ0UNfM3//yKCORpD1TdaEMqjPgR3jcZKJx0lHjs7Z+iS6+U/uOQCZD1Vk78NRW2eW9TSEPDiGoCbh505/dSsa80b1uUysfv3ETQU9p/pu3AtTQxLg9BgeKd452TcTtMS1LNa5aTRJjk/T+4D4Atu95jJe1+Th/jXHz+6J1VTgEPNNbWEPN5aCvuepRTprqADUPJicnF94JcLhchLasp+0NL8fh95IcHSc5MUVzhZcrNhp9MH1TSx88fpJBUhHmpFXu2oZwOZk6cIxUOEKF10VLhYdEWtojb8qFyclJJl84yMjDT+IM+Fn7tlsYiSR51DJH2qrLe8uNxZ6jmvJBa6oWi9Fz45++FYDOb/yQingEj9MI4LbsfRZHOk3dpedQefpWUjXVeOMxDr1w/KTXeLJrioZ+YwRaxbYNDE4n+YdfHuW4aejXukCAKoTAM2vUTI1pqjQWTS7qhuzUgaMAhLZvBKB/2gh0c515t2xuoeqV10LAzx+95XI8rtL9emaX+E6O0ZWTQS3WOfpiTllvKQeoPd/9CZmY8ffyJOK86sRz9mM1fjenN4VIZSSPF8hQc7noa656lJOmpXsFLGEaGhqWtL8QgsB6YxRL5EQPkDV8sBwJl8J8Dr5rq1evT8Xp91KxczNkMkw8a/QIbS7TPtSGhgaOf/FOANrfcjPu6kruOzhCRsLFa6vsmXea8mGp56im9NGaqsVi9Kw6eyd1l59HOhyh6+v32H2olxwxvti33Ho9AJ7tmwHof3r/Sa/x7KE+Gvu6weXijt+/mpYKD4eHoxwcMj6nTjUD1cJdM7MP1e10UO1zkZEwHl3Y9HD6oBE4V2wzA9R55q9e/MV/4GX7f06gqbRvivpaDe0qJsbpHs8aIxbrHH1xIDtiaDSSmuEsXCrIdJrOr98DwIvnGGXpA9/6ITKTsfe5tMTKfPU1Vz3KSVMdoObB6Ojokp8T3GAGqMeNO7nWXdu+yfiSbNEziSTRzj7ICXoL4eCbD5ZR0sQeyyipPJ18+/cepP/H9yOcTtb/wetJZyQ/P2jMPn3FjvIZaqzJks85qilttKZqsVg9N773bQCc+O/v87K1QU53Jwjt24dwu2h6+ZUANJozq+P7j8wITnom4rie34uQkupzT6OurpJ/umETFV6jzM0hoGkR80XnmoVq3bgcjixcBTVtzgu1M6hmgDp7tqnD5bInBJQyrlAQV2UIVyrJ5NA4sZQRZBXrHM3NoKYyctmTElaCoQceI9rRS6y+nl/f/EZEUwORY10M/+YJe59L11cD8GT3pP03LSb6mqse5aSpDlDzIJ85W9kMqllq5HUScDuIJDNMxhffbxDp6EGm0/jbm3H6rZ6c1S/xBaiyAtRnDHv/cjVKGv7OT5HpNM2vvhb/mhae7plkYDpBS4WHc9oqir08TR6U0yw8zeLQmqrFYvWsvexcqs7eSXJ0nAuef4z3Jjsgk6H+6otsh93mc4wAtaank46xbIvJU92TrD12EID6y88DjBu5H7puI26nYEt9ANci/AXsDOp4tjyufpFOvlJKpswAtcIMUC0H4eZFZG9LFV+LlUUdo8f8DlKMc3Q4nKB/KkHA7bDnwJdimW/nV+8G4Mjl15Bxuai5/WZj+1e+b+/TGPKwrSFAPJXhqe7il2Lqa656lJOmOkDNg3xS5IEN5kw3M4MqhJiRRV0sdnmvaZAUNt0APU5BbWD+YeMrQfW52VEzUkp71MzRMjJKSo5PMv7jBwDY8CdvIp2R/PDFIQBu2l5nuzNryotyKmPRLA6tqVosVk8hBBvfa/SinvjinfR+/xcAtNx6nb1P5a6txmv2drN/MFvu+WT3JGvMALX2snPt7We0hPjG63fyiZs2L2oNHjODmjtqptYMUIcXcPKN9QyQno7gqa+xZ7D2T8+dQS0nfK3GLNTQxLhdxVWMc/TFfkPvnU1BGkJLn0+7GoSPdTH84GM4fB72nGXMl1//1ptxeD0MPfAYYfN7IcBlZhb1dyfGi7DSmehrrnqUk6Y6QM2DgYGBJT8nsGFmDyrMnOu2WGwH35wRM2D0spxq2PhKENi4Bnd1BfGBYWK9g1T6XDSFPMRTmRnOfqVM59fvIROJUXfF+UTWreN9PznM0z1TeJ2CG7aUdh+QZn7yOUc1pY3WVC2WomfjDZcT2rqBWM8Ak88dwOn30fiyy+3H/WtbkYEAoelJDh00PmMTqQyHD3RTP9iPw++zW1Is6oOeRbvkWhnUxFhOBnWRTr6zy3ullPOW+JYTdh/qZNbJtxjn6N4Bo7z3tKZQznza0irxtXpPG295GcNOHy6HoL6t3uihlpLOr91t72v1oT7WOUkyXdwyX33NVY9y0lQHqHkQCoWW/By7xDfnTllrpWmUNLl4J9/wkZkzUK3nFuODTghB1dlmma81bqaufPpQ40OjHPvP/wVg8rW38u57DrBvMEx90M3HbtxMTQnOn9MsjnzOUU1pozVVi6XoKRwONrznLfbvDTdchivon/G4f8cmAAafMUz7nu+fpumImT296Ewcnvyv5247g5oNUK1gaKG5m7PLe8djKeKpDEGPkwrv6lY9FRLbyXci6+S7WudoOhbnsZvfzeF/+S9eMDOou5qDOQFq6WRQU+EIPd/9KQCB178KMG5uOIRg3TtfC0DPnT8hFTZao9qrfKyv8RFOpHmub3ruF10l9DVXPcpJUx2grhK+1kYcXg/xwRH7QpRPBnX60AkAgls3zHjuQlb5K0XVOTsBGLeNksw+1JHS70M98qmvkJ6OMHHmGfzLZBWRZIZL11XxpVu3c0ZL+ZzEGo1Gozott16Pr70ZgNbbXnbS4w1nG32ojiPHmIyleLJrkrVHjQC17rLzlvXes118IZtBXajEd7EGSeXGfLNQV4PJFw4x/sTzdN35U46PRnE5BNsasgHq6AKarCa9d/+S1OQ01RecwfS6dQA0BA3tK3dto/qCM0hNhe3SdciW+f62BMp8NZpioQPUPJieXvpdLeFw4F/bCswxamaRGVQpJdOHLLt6K0At7odd9bmnA3MEqCVulDR98Dhd3/ox0uHgh1fejMcpeO+la/iH6zZQ6Svfu9oag3zOUU1pozVVi6Xq6XC7OPebn+T0f/sADddfetLj1bu2AdDYZ/ShPtk1MWf/aT7M1YO62Gzd9EEzQJ01YqY5pEaAWjE5RveEMY1gtc7RaGcvAInBEUin2VofwOtylFwGVUpJ51d/AMC6338NQ2bg3JAzum7d7xtZ1M6v3m0b2Fy8zvj3tqdnajWXexL6mqse5aSpDlDzoKmpKa/nBeYZNdO7yAxqrHeQ9HQEd221bbZgGSy1FCuDeraRQZ18/gCZZIrN5qiZoyPRkpxFZnHwI/8JmQwnLr2C0cYW/uG6DbxyR/2q9/FqVoZ8z1FN6aI1VYt89KzYuZn2N71qzuu0ZZTU2NfF/UdGmTrRS9X4KK7qCipP37KstWZdfLMBQ+0igiGZTjN9+AQAIfOmsuUbUfYZVLPEt2pynGgyw2gktWrnqBWgkskQDE9xWlMQyI7+KZUAdfrAMaYPHMNTX0PTy69iyDTHasi5OdH0iqvwNNQyfeg44cNGC9eGWj9uh6B/KkE4sfgpD4VGX3PVo5w01QFqHgwNDeX1vNlOvg0hDw4BI+EkiUXMvLKyp9YHHWQzqC1F+rDz1FQS2LiGTCzB1L4j1Pjd1AfdRJMZeiYWX7q8mgw/9ARD9+/GGQrwy8tuxCFgV7Mu6VWJfM9RTemiNVWLQusZ3LIePG6qR4fZva8vW9576bkI5+LMkObDGmeTOwe1yufC5RBMxdPE5/n8jnT0kokl8LU14a40PmOyJb7lO2IGZpb4IiVdE7FVO0ejXf32z6HJcU43P78X2xe8WljZ8+rzd+HwuOfMoDrcLvsGilVd53II1tUYYwOPjxbPz0Nfc9WjnDTVAWoe5JtlC86ahepyCJpCHiQwML2IYd8HzQB163oA0hnJgHk3tqmIH3aWO+JEGZT5ynSaAx/+DwAC77idcLCC9goXfvfyvsBoSgudCVcPralaFFpPh9tF0Cyjre/rzpb3Xrq88l4Ad+3JJb4OkR3tNl/Gzu4/NdcF6vSguiqCuCqCOJMJfNEI3RPxVTtHI1YGFSNAtTKoNX5Dj9FosiRG3U2bGdHQlvUADIXNDGpwpvb+NWb7V2d2ysOmumw1WrHQ11z1KCdNdYCaB7W1tXk9L1vim9+ombBpkGR92A2Hk6Ql1AZc+FzFk7LqnOw8VIAt5oX1SBEvrPPR872fMb3/KL72ZrpeZhhtnNaks6eqke85qildtKZqsRJ61pxhlfl2s+bYIQDqLl9+gOqptkp8J2cMuq8PnHru5mwHX4CBaTVKfCFb5huaHKdrPLZq52i0s8/+eW0ybPtGuJ0OqnwuMhImYsUfNWOV7AY3G+ZIVga1MTTTUTqwzghQox3ZwHtjbfEDVH3NVY9y0lQHqHmQf4nvzAwqLG3UzJRltmBmUPtyZqAWk+qzdwAw+bxxx7pUM6ipcITDn/gvALZ+8N3sHzc+wFo8pVEOpCkc5VTGolkcWlO1WAk9K083AtQdzz1BMDyFt6neDg6Wg8PrwRnwI1Np0tPZzzWrD3U+J9/ZDr7pjGRw2ti3mFVPhcJrzUKdGFu1Et9MKkWsJzvLcU1ypulL3QJZ7dXEHgtoBajT82RQrQA1JzO8qc74HnVMl/hqCkg5aaoD1DyorKzM63m+tiaEy2mYHUVnBpcLGSVJKXMyqDMdfIvVf2oR2r4JHA7CRztJx+JszglQS8koaehXjxIfHKHyjO00v/o6Dgwa89POaKsu7sI0BSffc1RTumhN1WIl9KwwjZKaezoBI3taqJI2yygptw+1fgFTntkB6kgkSSojqfUXt+qpUNgZ1AnDyXc1ztFY7xAynTUOqo/MdLpdjHnVaiDTacJHjX+HoS3rCCfSRJIZvE5BhXdmS5E94WFGBtXsQR2LFq1cWV9z1aOcNC3/K2QRSKfzc1VzuFw5FyJz1Izpvtu/QAY13jdEaiqMu7bKdvDtn7RKhYp7J9bp9xLctMZwLDx4nLqAm9qAi0gys+gROqvB2GPPAtD0iisZDCcZi6ao8Dpp8JdPTb5mceR7jmpKF62pWqyEnhU7NkNOQFqI/lMLzxx9qHUBN45UiujPHiAVnpnpysQThI91ghB2D2LWwbf8s6eQNUqqnBxnYCpBNLHyZbXRLqO8N2PqHJwYm/F4qYyaiXb3k4kn8DbX46oIZvtPQ56TbprYJb6dfXYJecjroinkIZmWqz5n1kJfc9WjnDTVAWoehMPhvJ8bmGWUZGU/F8qg2g6+WzfYFze7xLey+L0sFTs3AzC19wgAW+pKr8x31AxQay86i/2Dxrp2NAaJREpnjZrCsJxzVFOaaE3VYiX0dAX9BDevtX+vW+b801zc1izU8cns6wfcnPnEIzR85t/Z9/5Pztg/fKwLmUoT2NCO02/eiDarnpoU6D+FbIDaGJlEAieGJ0/9hAJglcEOtRjfpTJDIzMetwPUecquV4tpq+LNMkiaPtnB18JdVYGrqoJ0JEpiOBtwbyyyUZK+5qpHOWmqA9Q8aG5uzvu5s0fNZDOo8RnmC7PJOvjONWKm+HdjK04zbNKn9h0GYL3Z4F+sO3+zSYxOMH3gGA6vh6qzdtjlvTsag8vSU1OaaE3VQ2uqFiulp9WHGljfhn9NS8Fe1x41k5tBDbppP2HclO2951d2SSdkR4zMNRZOBYMkyJb41kwbf5OYe+XLBy2DpN61Rtl0vG9oxnenUsmgntR/Oo+Dr0Vgrj7UIhsl6WuuepSTpjpAzYP+/v6Fd5qH2U6+QY+TSq+TeFoyGp2/PGauGaj9JRSgVpoZ1Ekzg9pqfgBbH8jFZuyJ5wDDcdjh9bDfDlADy9JTU5poTdVDa6oWK6Vn1Tk7Aai/6sKCvq7Vg5ocnZlBbe4+YfySyXD0s9+wH5vLwVfVEl+rzPZA78ipdi8I0S4zg9rcTtrnIx2NkZrMGiXVBUtjFqrt4GuPmDEzqKG5A1TrZkpkhlGSEaAWyyhJX3PVo5w01QFqHrjdJ5doLJbZs1BhZhZ1PuxykW3rAQgn0kzEUnicghrTta6YZDOoR5BS0ly5+PE5q8HY7mcBo7w3kcpwZCSKALY1BJelp6Y00Zqqh9ZULVZKz7Vvu5Wdn/x/bPmbPyzo69o9qDklvhWT41RMjpN0exBOJ333/JKwWR2l8gxUCytAdY2MgJQMRVfezCfaZXzBnqipI22OzIj1DtqPl0oGdfqINQN1toPv3P/uA+uM6roZo2aKXOKrr7nqUU6a6gA1D6qqqvJ+bjaDmhOgLtCHKqXMlviaH3a5d2IdJTB419tcj7u2itTEFLGeAfuYFjJ/Wi2s/tOai8/iyEiUVEaytsZH0ONclp6a0kRrqh5aU7VYKT0dXg9r33aLXZJbKKzXyzVJSuw1Rqv1rtlAw203INNpjn3OyKLOdvAF9QJUV0UQZzCAiMXxxqIMrEKAamUYJ2rqoKEOgFh/dnRGKQSoUkrCh08AENyyuBJff45RkkVzyEPA7WA8lipKRlhfc9WjnDTVAWoeDA8P5/1c/5oWcDiI9gyQic8s0Z3P8TY+MExqchp3TaXt4FsqI2YshBBZo6R9R2gIenAKGI4kiacyRV1bajrM5AuHEC4n1eeebpf37mwMAsvTU1OaaE3VQ2uqFuWmp2WSlNuDOvHMfgD616wn9M7bEU4nvd//BaN7jxDp6EW4XQQ3rjGel8owEkniENA4T5BSbggh7Cxq9dQ4R0fjjK1gIJWJJ4j3DyMdDqaqanA11QMQ78v+W6rxuxHAeDRVtPEsyZFxkmOTOEMBvOYasyW+c2ew/GvNEl9zwgMYf99iZlHL7RzVLEw5aaoD1DxYzh0Ih8eNv70ZMhkipl26XeI7TwY1mz3NOvha5cDWc0uBitMsJ9/DOB3CdiocKHIf6tiTL0AmQ+UZ23EF/bZB0nYzQC2nO0qaxaE1VQ+tqVqUm55z9aCO79kLQH/7OibrG2m69XpkOs3P3v53ICWude04PEZAMjCdzaA5HcWveioUvtYGAM52x5DAQ8fHV+y9ot39ICXx2lqk04mvxXjv3Ayq0yGo8buQwFi0OFnUaTN7GtqyHiEEUsqcEt/5TJJMA82cEl+ATbXGRISjo6s/baDczlHNwpSTpjpAzYNEYnkB10lOvlaJ7zwZ1NwRMxallkEFqNxp9KFaRkl2ZrhIfajP903zyPFxe/5p7UVnAbB/KGuQBMvXU1N6aE3VQ2uqFuWmpx2gmj2oMpNh4lkzg9q+np8fHOHLWy8lIwT13Yab77GqRlJmFk+18l4Ly8n3DKfxOf+bo2On2n1ZWOW907VGVjLUZrx3rG9wxn61RS7zne3gOxVPE09LAm4HQY9zzuf425pACGK9g2SSWcNM2yipCBnUcjtHNQtTTprqADUPotHlXShOmoW62AzqjAC19NwA7QzqvtkBanFOiI/ef5yP3n+cow88BUDNRWcxEk4yOJ0k4HawttoHLF9PTemhNVUPralalJueHmsOqlniGz7SSXo6Qqq+jnBFFY8cH+dooJbu87LuwR01TXz/+QEg1zdCzQC1NT6FxwH7BsMrdlPaMkgarzbMkSrbmwBj1EwuS+lDffj4GH9493729k8vuO9imTYdfENbF9d/CkbvtK+1ETIZYj1Zp9VilviW2zmqWZhy0lQHqHmw3DlCs0fN1AXcuB2C0WiKaDJ90v5ZB9+cANXMtrZUls6HXWjLeoTLSeR4N6lwlOZKa9TM6mdQI6bLsTOZJL3vEAhBzQW77OzptoagbS5VTnOhNItDa6oeWlO1KDc9sz2oRgbVKu/1nL4NgLZKLx+4eh23f+pPwfxsGWls4X+f6adrPJaTQS2dm8qFwGdmMdP9Q1y81sgyr1QW1ZoROlxpBKi164y+zdwSX8jJoIZPHaDu7pjg4w+c4MRYjAcKuGZ7xIyZQR2cPnX/qYV/rWGUFMkxSlpf7cMhoGcyTmyV/TzK7RzVLEw5aaoD1DxY7hyh4Cwn39x+zf5Z2cZcB9/g1vUApDPS7mcppQ87h9djzPySkukDR+0MajGcfIfNO6fN3SdwpVMMN7fRI93sHzANkpqC9r7lNBdKszi0puqhNVWLctPTXRUCIUhNTCHTaSae2QfA5svO4iuv3cH/vHYHV2+qpXLbBjb8yZsIbdvAlmvPJ5mWfPa3XSXZllMIrAxqrG+IXdVGAPXgigWoRuA2Vl2H3+2gst18796lZ1Cf6Zninx44Ttr0UeocjxVsnXaJrz0DdeEMKkDANEqK5hgleVwO1lT7yEg4scrzUMvtHNUsTDlpqgPUPPB4lvcBM7vEF+bv14wPjpCamMJdXYG30bBUH4kkSWUktX4XPldpSVhplvlO7j1ifxAXI4Nq3Tk9Z8ToBepat4m/v+8YT/cYd7+t/lNYvp6a0kNrqh5aU7UoNz2F02kEqUByfMp28K06eydrqn0zjI+2/f0dXPbQt3nXtduo9rl4oX+axzqN0uBSuqlcCCwX31jfIGe3BKnwOjkxFuP4CgRT0ZwRMzV+F976GoTTSXJ03J6KAFAXPHWAundgmn/41TGSacll643MeFeBAtR0JEa0ux/hctrGR7aD7zwzUC388xolmWW+qxyglts5qlmYctK0tKKbMqGiomJZz/evawUhiHb12c3wVqnu7FEzYbO8N7g16+DbN1l6/acWFaZR0tTew3Zvbd9UAilX1+59OGL8HZuOHgYgc8ZpDEwnODZqfAhtb8hmUJerp6b00Jqqh9ZULcpRT6vMN9Y/xNS+w+BwUHXW9nn3r/S5+JOLjRvSllmScj2oVoDaM0h1ZQWXb6gGViaLapW+TtTUUe1zI5xOvE3WLNTs+IxTZVAPD0f4u/uOEU9luH5LLR+8ZgNel4PRaIqpeOqk/ZdK+FgnSElgwxocbhdA1sE3tMgMak6JLxTPKKlQ5+j3nhvgYw8cL9rYH02Wcrru6gA1D0ZGRpb1fKfPi6+1EZlK283w82VQpw6aw763zeHgW0L9pxa5RklBj5MKr5N4KsN4dPkX/lMRPt7NoU98mag5umc4nMSRThM6fAiAd73zOprMD4e2Si+VPpf93OXqqSk9tKbqoTVVi3LU0wpQRx55CplKE9q6HlcwcMrnXLmxmgvXGL2ZXqcxAkUlXJUhnAE/6UiUoY4urtlkzGp/8OhYQW9Mp8IRkqPj4HETDlVSGzD+jl5z1Ew8pw/VClBHZwWok7EUn/vifTgGBrlsfTV/eflanA7Bmirj+1chynyzI2bW2duWnkHtmbF9Y+3ijJKSk9M89qo/4si/fW1Ja56PQp2j97w4yEPHxjkysvqjcjQzKafrrg5Q86CmpmbZrxFYb1yIwtaomQUyqCGz/xSyQWxLSWZQrQD1KDKTsdfYu8Jlvse/8G2OffYb/Pbqt9L93Z8yEk7Q2NeFIxYnsGktTeua+egNG9lQ4+PmnfUznlsIPTWlhdZUPbSmalGOerqrjUBz+IHHAKO8dyGEEPzppWuoC7g5p73SroRSBSGEPQvVH0txenOI+oCbgekE+wcLF5BYWcVMYwM4HFT7jWDP12zOQs0ZNZPNoGZvjEspefjDX+SVn/9X3nDX//CBq9fZZdmWo3/n+PK/p4QPG21FlkESwPBie1DXGSZJ1o12C8vJ9/hYlMwpgv6hX/2O8SdfoOubP1z6wuegEOdoRkomYoYOxXAi1syknK67OkDNg0LYNFtOvhN7DKOF+TKo9oiZbRvtbaU8T83bUIu3sY50OEK0s3fewLvQxHqMD6f0dIQX//xj1H7sX9ny4jMA1F50JgDra/x8+TU7uPX0xhnPLSfbbc3i0Jqqh9ZULcpRT0+tEaCOmrO1q89ZOEAFaAx5+OYbdvLh6zYsvHMZYhklTXf24BCCq3KyqIXCCtoSjcZ7WZloX4sVoGYzqFU+Fw4BE7EUiXQGKSUHP/J5XF+/E4DKrk7Sg9lM0roaM0AdW/6/ybCZQQ2aGdSMlAxbGdQFSnw9DbU4/F6SoxMkJ7Njb2r8bmoDLqLJzCm/Sw3/5gkA4v3DJCemlnMYQGHO0el4GquyVweoxaecrrs6QM2DWGz5ZSDNr7wagI7//h7JiSk72ByYSth1+oaDr1nim5tBNXtQrR7PUqNihlHSqWe8For4oNF/sv7db8RVEaR2z9Oc/9tfA8b801NRCD01pYXWVD20pmpRjnpaJb4yYQQci8mg2s91OpTLnlpYfahhM4i0AtSHjo0VrO8wYhokReuMCqgaK4NquQjnlPg6HYJa8/HR6QT73v8pTnzxO6QdDiZqjeePPPykvf+aAmZQp00H35CZQZ2IpkhmJBVe54KmlkIIAmvMLGrnbKMko5T82DxGSVJKRh56IrsOM1BeDoU4R8dj2Sy2DlCLTzldd3WAmgeFmCNUd+UF1Fx8NsnxKY5/8Tv43U7qg26SGcmT3YbTbGJolOT4FK6qCrxN2bLUUrert8t8Zzj5rmwGNTE4CsD6P7qdSx/8Fr1bttmP1S4QoJbTXCjN4tCaqofWVC3KUU+rxBfA4fcS2r7xFHu/dLACVJ9pTrilzk97lZfxWIpne5efyYNsBnWi1jBFqvbP6kGdPWom6Eak0xx+38fo+uYPkW439775j5h+1csBGHkkG6BmS3wX/+U9MTLOiS9/l/jQqL1NptNEjnUB2Qxqtv90cd/X/PMYJW2uN8p8n++bPuk5ANMHjhHPyQpb7WHLoRDn6EROgHps9NQlypqVp5yuuzpAzYNCzBESQrD1g+8GoOPL3yM+OMJtZunpF3Z3E09lOP6F7wBGwGfdeY0k0kzEUnicwh5GXWpUnGY6+e47THPl3KXLhUSm08SHx0AIPPU1eFqbuOtt7+G+W9/C9n/5a/xrWk75/HKaC6VZHFpT9dCaqkU56mllUAGqztiOw6WW4VG+eM0s5tgxo/9SCMHl66sBChegmgHbaGUtkFPia/Wg9s8MUGsDbq75yV2Ef3I/zoCfB//ozzi+7XROf8WlAIw8/JRt4tRa6cXlEAxMJ4gm04taT+fX7ubAh/6dx2/5E7u8ONrVRyaewNvSgCtkTAoYtPtPF/d9zW/2oc42SrpknfFv75Hjc2elh3/zuPGDw/hab7WHLYdCnKMTOQaZsVTGrgDUFIdyuu7qADUPfD5fQV6n5rxdNN5wGelojKOf/Qa3nNbAhhof/VMJfvjFeznxpTsRLidb//bd9nOy/adeHCVaLjRXBrV/BXtQEyPjkMngqa3C4XYxGk2SEQ56L7uc9W+/dcHnF0pPTemgNVUPralalKOeVg8qQNVZO4q4ktLCb2ZQM0PZntNW0xl3vlmkS8UKUAcqjPJhq8TXO0cPKkC9I81pzxhmVvVf+jjPNm+gNuDi3EtPw9tUT3xwhOkDRguVyyFoM2+md08sLoCy5thHjnbyxK1/QrRngOlDZnnvlvX2fosdMWMRWGuV+M7MoG6tD9Ba6WE0muL5/pOzqMNmeW/Ty68EYLoAGdRCnKO5Jb6gy3yLTTldd3WAmgd+v79gr7Xlb/4IhKDrWz8i0dXHn166hqqRIfyf+ncAtv7dn1Bz/i57/6yDb2mW9wIEN6/F4fUQ7eqjOp3AKWA4kiSRyqzI+8UHjP5TT6NR+mMZEtQtMsNcSD01pYHWVD20pmpRjnrOyKAuof9UdawS39RgttzVynDmOunmi5TS7snsDlTPeH0rgxofGEZmst8xmg4dwJVKkdi6md+FjCqqazbV4nI6qLv8PGNtjzxl779miWW+UdOY0V1bTeRED0/ceoedxcx18F3siBmLbAZ1Zg+qEIIrNxrB+W9mmU+lo3HGTOOude96HVCYHtR8ztHhh5/k4Ytex9iTLwDZEl/TMFkHqEWmnK67OkDNg7GxwjnTVezYROtrXoZMpjjyqa+wo9rNm374dbzxGMPnnsu6P3zDjP2tu3vNJThixsLhctlzWyMHjtJkZVGnVyaLGjc/FK2B3SPmB0L9Ij8QCqmnpjTQmqqH1lQtylHP3B5UHaBm8bUbfW2xngG7bNaeRRpdfgY1OT5FaiqMM+hnyhvA53LgdzsBcPq9uGsqkcmUUU1lUrFnDwAjZ5xlB3TXbjYCvLorzzceyzEVyjr5Li5AjfUMAHDu//4rlWduJ9rZS+dXfwDMnoG6uBEzFgFzFmq0s+ekx642zad+e2KcZDobjI898RyZWILKXVupPu90hNtFrLufVHh5Y37yOUcHf/YQkRM9HP23rwIwbpb4bm8wSp6PzmPypFkdyum6u6wAVQjxF0KIvUKIF4UQdwohfEKIDwsheoQQz5r/vTxn/w8IIY4IIQ4KIW5Y/vKLQ11dXUFfb/NfvwvhctL7g1/w7Ls+iP/ECSbqGvjuTW/k0Q7DMGkqnuILu7v52lPGXbX1taWdprf6UCf27MuO0Fmh3oP4gGEM4G0wM6hmSVF9YHEfCIXWU1N8tKbqoTVVi3LU07oJ6m2ss81sNOCuDBlBYjxBwjQNslx0xwpQ4msZJLnaWkAIO3tq4W2eWeYrpcTxuJEdfbhlC5PxNOtrfGysNbJHVgZ1dPezZExH5rXVxveUxWRQZSZjz12t2LGZ8+/6HFXnnGY/HswNUKeN128MLTKDapkkdfXPyAiDMSpvQ42PqXiap3uyvb3WeJm6Ky/A4XIR3LQWgPDhjkW953zkc45aNwmGf/ME0e5+JmLG8Z/TVgHoDGqxKafrbt4BqhCiDXgvcJ6U8nTACdxuPvwZKeVZ5n8/M/ffaT5+GnAj8AUhhHNZqy8SU1OFafq3CKxrY81bXg1SMvTrR3F4PQQ+/rckfH6+8Fg3P9o7xDvu2seP9hoX31dur+eGraX9j6z+ygsAGPzlb3NmvK5UBtUo8c1mUI33WWwGtdB6aoqP1lQ9tKZqUY56+pob2PUff8+Z//VRZUfG5It/zczS1EpzFulkPD0j25cPVnmvaG0Csv2nFnaZr2mUNLX3MHJwhOmKKnoajYzktZtrbc18zQ2Etm0gHYky/vSLQNbJt2MRAWp8aBSZTOGpqzYyuFUVnP+9z1J72bl4WxqoOjPbn7zUDKorGMBTV00mnrBvvucy14xZKxNcf5XxvSu01ahgW0ofaqSjh9R0eMa2fM7RxOi48YOU9HzvZ3aJ7/bGAAG3g5FIkrECZNU1+VFO193llvi6AL8QwgUEgN5T7Ptq4LtSyriU8jhwBLhgme9fFBKJwgdaG//i93D4jUBuxz//JS9/5QVsqfczHE7yhd3dTMbTnNkS4gu3bOe9l63B5SjtD8eGay9GuF2MPfE8LdK44K+Uk69d4ts4K4O6yAB1JfTUFBetqXpoTdWiXPVse91NC44ueymSHY9ifA10OoQ9CmYsurw+VMswKNVoBKLVszKovtaZGdShX/0OgONbTwMhEGTLYy3qrjDLfB82Mq3tVT4E0DsZXzCgtsp7fW1N9jZXRZDzv//vXPXUPbgqjHLWdEbaJlF1i/w+AuC3jZJO/kp9ldmHurtjglgqQ2xgmKl9R3D4vdScfwYAoa3rAZg+tDgn394f/pKHL3o9z737Q/a2dEZyYCiy5LEwuWXW3Xf+hAlz9FCN321nsHUWtXiU03U3b490KWWPEOJTQCcQBX4ppfylEOIS4D1CiLcBTwHvk1KOAW3AYzkv0W1um8Hg4CDvfOc7cblcpNNpbrvtNu644w76+/sJBoM4nU4mJydpaGhgdHQUKSUNDQ0MDAwQCoUAmJ6epqmpiaGhIYQQ1NbWMjQ0RGVlJel0mnA4THNzM/39/bjdbqqqqhgeHqaqqopEIkE0GrUf93g8VFRUMDIyQk1NDdFolHQ6TTwep7+/H5/Ph9/vZ2xsjLq6OqampkgkEvbz/X4/Ho+HiYkJ6uvrmZiYIJlM2o/bxxQLc/r/fIyRIyeQl59FMhHndRvdfGosRrXXwWs2+7lxVzvDw8N0Rwt/TLFYzH68UMcUOGcn4cefx/vo76DuTHrGo3R0dBRcp7HjhrW9rArS0dFB/4Rx8UtPjxGPhxY8pnQ6zeDg4OJ0KvK/vZXQScVjSqfTRCIRpY5JRZ2WckwAkUhEqWNSUafFHlM6nWZ8fFypY1JRp8Uek6yvBmDqWBcdHR34fD6qvQ5GI9AzMkl6Kpn3MU2a42vGgkbg50rFGBkZsY/JWW8EbUMHj1IfidD9098AcGL76QDsagoQHemjdzJ7TL5zjCxn769/y9o/fxv9/f3UB5wMRdI8deAEp62pn1enrmeNrCt1VXR0dNiPDyddPDuUYHgqSsrhYXg6TkZCtc9JX3fXonWS9YYZV/czLxBuq5uhkzudZkOlk+OTaX7y9BF2PPc0AP6zdjAZjZCYGCdaY/ydhp7bR2Vf3yn/7SX2HODYez8GUjK+Zy99fX0kEgkeHXHxtT2TDCdOcP3mmkX/24uZJd6uyhCx7n58z78Aa7cxPdLPumoPLw6EeeZYPztrXfp80t+NZoeAMxAyz6G5Qoga4G7gDcA48H3gB8CvgGFAAh8FWqSUvy+E+DywW0r5v+bzvwL8TEp5d+7r7t69W27fvj2vNa0WHR0drFu3buEdC8B0PIXf7cRZ4hnTuej82t3s+8CnCV57GR+9+o2sr/HxX68pvDX/Yze/m/EnnueCez5P7SVn84679tEzGee/X7OddTULO5atpp6a1UFrqh5aU7XQeqpF5zd+yL73/yttb3wluz7ztwD8/X1Hebxrkg9fv4FL1lXn/dpPv/l9DN2/m/G/ez9f9a3lLWc387Zzsz3AXf/7Y/b+1b/Q9oaXs+3v7+CBXa9EuF3c+dFP05t08peXr+XGbTPbolLTYe7ffiNIuGb/z3FXhuz1/t2167liQ83sZdgc/9KdHPzwf7DuXa9jxz/9hb39D+/ez4k5TJYuXFPJR2/YtOjjPfTxL3Hsc99k0/t+ny1//a6THr/nxUG+9FgPl6yr4rYff4veH9zH9o/8GetNU82p/Uf53dVvJbChnSt23zXv+0w8s48nXvOnpCPZjOZ1R3+NKxjgr396mOf6prlpWx1/cfnaRa1bSskv11yBTKXZ+Odv59hnv8GhXefwkze8k5/83pncf3SMzzzSydWbavjA1esX/ffQFI5Su+7u2bPn6Wuvvfa8uR5bTonvdcBxKeWQlDIJ3ANcIqUckFKmpZQZ4L/JlvF2A2tynt/OqUuCS5bVtGkOeV1lGZwCNN5wOQDRR5/ClUzQN5Ug3xsip8IaM+NtqkNKmVPiu7iej3Ky3dYsDq2pemhN1ULrqRZ2iW/OeJRay8l3maNmImap62h1LcBJJkm+FmPMTax/iKEHHgMpqbv0HG48q51z2iq4cmP1Sa/pCgWpPvd0ZDrN6KOG4+9ae9TMqduR7BLf1myJbyKVoXM8hkPAH17Yxl9dsZaPvGwjn33VVv7+ug1LOl6rxHfimf10ffteXvzrf+F3172dB05/BYc+8WUubw0igCc7xhl66Ekg6/sBENy4BuF0EunoJR2d+1imj3Tw1Jv/inQkSutrbyCw0fh6Hu3sI52RHBwyHIC7JhbnagyQmpxGptI4QwHWvPUWEIKN+56nOhHB43KwqU6X+BabcrruLidA7QQuEkIEhNF5fi2wXwiRa213K2DWQnAvcLsQwiuE2ABsAZ6gDPF4SncGaSnha22k8oztZKIxtnUeJp7K2JbjhUJKSSKnBzWcSBNPZfC5HATci/vnrfVUD62pemhN1ULrqRYBM6iK5PRNWoHk6DKcfGU6bRsvDVXVma87yySpxexB7R2y+08brr2E289s5hM3bbZH0szG7kM1g7y15qiZrgWMkmK9hoNvbg9q10SMjITWSi+v3dXIy7bWcdHaKnY2BfE4l/ZVO2DOQh1+YDd73/cJur/1Y6ZePExieIxjn/0GB2/9Qy6NDVLV10NyaBRvSwNBs+8UMIw2N7RBJkPYLI+esf7+IZ66/S9Ijo5Tf83FnP6ZD9rvGe3s5cRYlJg5t75rgWA9F6v/1FNXjb+tidBl5+NKpzjzBaPPd321D4eA7omY/fqa1aWcrrt5B6hSyscxSnr3AC+Yr/VfwCeFEC8IIZ4Hrgb+wtx/L3AXsA/4BXCHlDK9vOUXh4mJiWIvoWxovNHIou44ZNynKLSTb3o6Qjoaw+n34QwFZhgkLdZlUeupHlpT9dCaqoXWUy387c0gBLHeQTJJ40Z0bQFmocZ6B5GJJN6mekYyRqA575iZ3kGGf/M4AA3XX7Lga9sB6iNmgGo5+S4wCzXa3Q+Avz0boFqlvetrlj8CsOrsnVTs3Ix/XSvNr76WbR96Dxf86Auc//1/J7BxDdMHj3P+P3+Ul/3o24CRPZ39fSfr5HuyUdJz7/4HYt39VJ1zGmf99z/hcLvsrG2ks5f9g9n5qROxFFPxxSUWLAdfT201AN5bjGmSWx7/LVJKPC4Ha6t9ZCSc0PNQi0I5XXeX5eIrpfyQlHK7lPJ0KeVbTYfet0opd0kpz5BS3iyl7MvZ/2NSyk1Sym1Syp8vf/nFob6+vthLKBuazAC15cXnIJOht8CzUOOD5gzUpjqEEAyHTce8wOId87Se6qE1VQ+tqVpoPdXC4fXgaaqHTIZYr1ECmy3xzT9AjZzoASCwoc12A66elUF111Ti8HpIhyOkpsIEt6wnsO4kD86TqDprB85QgPCRTqI9A3aA2j0RI52Zvx1prhLfTjNAtV5jObiCAS594Jtc+fgPOOvLH2XDH7+J2ovOou7y87j0199g/bvfiJCS5h4jO9q3bedJ7VNWRjU8a9TM9MHjjD32HK6KIOd+619xBY2STysDHu3oZf/gzHEz3ROL+96WzMmgAiQuPI9IMERlbw8Tz+wHyJb56gC1KJTTdXe5Y2ZekpTTHYhiE9qxCf+aFtwTE7R0n6C/wKNmrDlhHnPEzMgSR8yA1lNFtKbqoTVVC62nerhbjC+/Vklurf/UPajpjOSzv+3kZweG533N8PFuAALr2xk3M7GzM6hCCLvMF6Dx+ksXtV6H20XdpecAMPLwkwQ9TuoCbhJpyeD03NVe6VicxPAYwuXE21hrbz9hlgUvxphxOTgDPrZ/+E+56CdfJrF2DRPVtfxHqpFP/KaDcCJblDjfLNSeH/wCgOabr7EDSQD/OiuD2mcHqE0BI2O9UMmzRWLEOKfdZgZ1IiXYd9aFAHR/514ANulRM0WlnK67OkDNg2RSDxleLEIIu8x30/7nC17ia2dQzQB1KLw0gyTQeqqI1lQ9tKZqofVUD5c5j9Sa31kbMHtQ5ynxPTIS4WcHRvjKk73zGihGzADVvbaVeFridQr8c/hLWGW+AA3XLVzea1FjzrS1Mnx2me88QZk1a9Xb3IBwZntbOwpY4rsYqs89nVc9/l2qfvg1qAjx4NEx3n3PAfYOTAMQ2mI4teaW+Mp0mr677wOg9XU3zXg9q8R3+kQP3RNxPE7BuU3GDYauRWZQEyNjQDaDOhFL8eK5hhZ9P/w16UiMTXUBAI7pALUolNN1VweoedDc3FzsJZQVlpvv5v3P01foDOqsAHUkbATA9Uso8dV6qofWVD20pmqh9VSPmq0bAcMJFrIZ1LFIkswcAWjvpPF5PRVP2z/PJnLCCFDTLYb/ZrV/bn8JK4Pqqqqg+vxdi15zxc7NAEwfPAbkOvnOE6Ca5b25/afxVIa+yTgOAW1V3kW/93IRQnDjjga+eOs2ttT7GZhO8L6fHObLj3WTaGsFIYgc7yaTMIKS0UefIdY7iH9tKzUXnDHjtXJNkpCSrfUBdrYZ36u6F5tBHTWyc55aY47reCzFaGMz6XVrSIcjTB88xkazxPfYaPSUZdSalaGcrrs6QM2D/v7+Yi+hrKi56EycVRXUDg8QOXKyo9xyyO1BBbI9qEso8dV6qofWVD20pmqh9VSPeKURfEQ6jL5Rj8tBhddJWsJk7OQy39yWn0PD4ZMeh2wGNdFsBIRWVnY21qiZ+qsvxOGee5+5qNhhzCed2n8UKSXrFnDytftPcx18x2NIoK3Su2TH3kLQXuXjs6/ayuvPaERKuPvFId7x46MkGxuRqbT9N+y5y7B+aX3tjQjHzHW6qypwVVVALE4gPMWOxiC+5BSw+B7UrIuvMUN2wuwZdq43RtiEj3VR5XNRH3QTS2UKnrDQLEw5XXd1gJoHwWCw2EsoKxwuF41myU3tM3vonYwxvmcfBz78H/zuurfT+c0f5f3aVg+qt2FWD+oSMqhaT/XQmqqH1lQttJ7qUbnJKCu1MqiQHQkzVx9qrmmiNXczF5nJ2MHuVL0RgM42SLJofd2N1Fx8Nhvf85YlrdnTUIu7tprU5DSx3kHWVhsZ0PmcfKNzGCR12P2nq1PeOxdup4N3XdDGf9yyjYvXVhFPSzqrjazyD/7vKfqHJhj46W8A4281FwFzlm3V2Ag7GoNsbKgAoGcyvqhsZ9Jy8a0zMqgT5k0J3wYzQD3aBWT7UI8M6zLf1aacrrs6QM0Dp3PumVqa+bHcfM/e/Rsevej1PPbyd3HiS3cy9eJhur5+T96vGx80zBVmZ1CXYpKk9VQPral6aE3VQuupHlaAE82ZhXqqPtS+nLLeQ3MEqPGBETLROJ66asadhq/EbIMki4odm7jwh5+n8vStS1qzEIKKHUZp8vT+o6zJKfGdqy/Wcij252RQrWB2pQ2SFsPW+gD/+LKNfPHWbfi3rAfg2J5DfPIj3yUdiRI853SCG9rnfK7P7EOtGh1mR2OQoNdNfdBNKiPpX4R/iJVBdef0oAKENq8FsGeyaiff4lFO110doObB5ORksZdQdtRffSHC66FicpzQ6DDRqmpa3nYrAOHjXchMfkOb44OjAHgba0mmM4zHUjjEyYO8T4XWUz20puqhNVULrad6RL0uHF4PiZFxUmEj4Mw6+SZJTYXtDCQwo8Tz8MjJPYlWaWpgQzvjZrnoUj7bF0tumW+1z0Wl10kkmbErsnKZq8TXDlALMGKmUGyqC3DD9WcBsD0ywrY9xnzY/2s/nX97uJO+OUb+JRuNLHVreIy6oJvJyUnWmD213RML96HOnoM6bgaoNVuNzHrkWJe9NoCjIyfflNCsLOV03dUBah40NDQsvJNmBq5QkDM+93e0/MHtPPBn/48vvu+jfOOKV+NuqCUTjRPrHczrde0S36Z6u4Soxu/G6TjZRGE+tJ7qoTVVD62pWmg91aOxqQlfu2HCYhslWbNQo0me+YMP8shltxPtGSCRzjAcTuIQ0BB0E09lTiqrtQySAhvWMDbPiJlCELIC1ANHEULYmdDjoycHZbEe47vKjAzquJEJLGaJ71yEzFmoLSeOsO7YQTIuFwd3ncMvDo3w7h8eOGku/Wi1MTanPWKYHTU0NNBedeqe3FwSOXNQpZR2BrVhu7GO8NEupJRsqD21EZVm5Sin664OUPNgdHS02EsoS1puuY4zP/pe3veel1Mf8vJif5jhGuNkCR9dunlSJpkyeh4cDjx11QxHTAffJZT3gtZTRbSm6qE1VQutp3qMjo4SWJvjBgvUmgHlxOA4Iw89SSYaZ/zJ5+mfSiCBxpCHnY1GX9zB4ZkZtXBOBnXMzKBWr0CAWrHdKvE1nHyzJagz1yOlzPagmgFqLJWhbzKBU0D7Kjr4LoagOWom3j8MUtJyw2V84W3ncXZrBdFkhi8/1jNj/06/0TtaM27c+B8dHbVLnhcaNZOJJ0hPRxAuJ67KENFkhqQ5FqiysRZ3TSXpcIT4wDDNFV5cDsHgdJJoMn3K19UUlnK67uoANQ/mm9elWRxNFR4+ftMmKrxOOiuM3tFf3f8Cz/VOkVqC7XhiyCzvra9BOJ1ZB98lGCSB1lNFtKbqoTVVC62nekgp8Zt9qBF7FqrxeZx6+nkwNZ/ce8R28G2p8LK1wSj5PDQ008k3W+LbtqIlvqFtGwCYPnyCTDKVDVBnzepMTUyRDkdwhgK4KkNAjoNvlQ93ERx8T4UrFJxRitz2+ptoq/Lx/qvWEXA72N05wZNd2ZLP/c5KADyDxqxXKaUddC/k5JsdMVONEMLOnlaZNxQCG7NGSS6HoKXC6CmencXVrCzldN0trbOpTCinFHmpsq7Gzz/fuImoOZPpxPNH+OufHeG133qej91/nLE5ej9mM9+ImaVmULWe6qE1VQ+tqVpoPdWjoaEhJ4M6s8TX/dwL9n5Te4/Yc09bKz1sMwPU2U6+VoAaXN++oiW+rlAQ/9pWZDJF+GgnG02X2WOzAlSrFcnf2mTPYrXKkteWUP9pLlaZr7u2mvqrLwIMTd5ytvHd64uPdZNMZ5iOpzjoDCKFIN0/SCaZoqGhgTVmie9CPahW/6k7ZwYqQLXP0D+40TBKiphGSe1WZnZcB6irSTldd3WAmgcDAwML76RZkG0NQd712gsA2B4fZ121j0gyw0PHx/npwZEFn28FqJ7ZI2aWGKBqPdVDa6oeWlO10Hqqx8DAAP51RoAa6ZiZQa3at9feb2rfYdukp6XCy+a6AAI4PholkTIME6WUM0ySxlYwgwpknXwPHGVdtQ+nMMarxFJZA8do9xwGSWYf5foS6z+1qNixGTBarBye7N/u1ac10F7lpXsizo/2DnFgKELa5SZWXQOZDLHeAQYGBmgIufE6BWPRFNPxk0cFWeT2nwJ2xrvKZ9xQCFpOvuaombVmZrZrEeZLmsJRTtddHaDmQSgUKvYSlKHSvGjVDg/y36/dwQeuNnomnu5e2Gns5Ayq2YMa8CxpDVpP9dCaqofWVC20nuoRCoXwz9GDGpwcp2qgH2fAjzPgJ94/zFCvMSKupdJLwONkbbWPtMyOHkkMjZKORHHXVJIKBomlMnicgoB7Zb62hnKcfD0uB2uqfWQknMgZhRLr6QfA19Zob+sYK02DJIv1f/xGtvzNH7Ll/X8wY7vb6eCPLzLGzfzvM/387sQ4AKLFCL4jHb2EQiEcQtBWtXAfanKWg+/sEt+gVeJrOvlaGdSFSoc1haWcrrs6QNUUlcC6NoTTSbS7n3QszgVrqnAK2D8YJpw4dfO87eDbaDjPDZsZ1LolZlA1Go1Go9Esn+ws1D6klAQ9TjacOARA1YVnUrHTCARjB44C2L2I2T5Uo8zXzp6un5k9tUprC03FdmNd0wdmGyVlA9Ro7xwOvvYM1NIMUL0NtWz689/DXVVx0mPnr6nk4rVVRJMZfnrA+D4VXD/zBgOwqFEzieFxIJtBnbBLfM0AddPMEt81S3AH1rw00QFqHkxPTxd7Ccrg8LgNUwWznCfocbKjKUhGwjO9U6d8rp1BbawHYMTqQV2iSZLWUz20puqhNVULrad6TE9P466uxFVVQToSJTE8hhCCTScOA+C54Cwqdm4BwHH0BGBkUIFsH6rp5DvTwdf4bF8JB1+L7CxUI0C1+lBzjZKyM1CN/s1YKkP/lOHg21ZZWg6+i+WPLmrDnTOWr3GLkemMdPTa5+hi+kUtkyT37AyqGaAG1hvZ2siJHjKp1AzzpXIy7il3yum6qwPUPGhqalp4J82ise6sWaUf57YZTnILlflmA9RapJR2BnWpPahaT/XQmqqH1lQttJ7qYWlqZ1G7jCxq6+EDAKTPPpOK04yeyNreLqp8LoIeJwBb62dlUE/MlUFduQA1sHENwuMm2tlLajpsZ1BzjZJivWaA2mqU+Jayg+9iaa308tpdxvHUB9zUbzIC1Ghnr63nfBnUdEZy9wuD7O2fJjEyBuT0oM4KUJ0BH762JmQqTbSzj0qfiyqfi1gqY39306w85XTdLc8zqsgMDQ0VewlKEdhk2Y8bpR/ntRulKE91T53yzlq2B7WeqXiaZFoScDvwu51Len+tp3poTdVDa6oWWk/1sDTN7UONHO/GPzZKJBBiqr3dDlAb+ntorsj6RWys8+NyCLrGY0QS6VUbMWPhcLsIbVkPwPTB41kn39EoGfN7iGWS5G83vuSXennvYrn9rCZu2FrL75/fSmBd1oXZ0rN9nlmo9x0a4cuP9/CZ33aRtMbM1BkuvhOzTJIgpw/1qFXmaxol6TLfVaOcrrs6QM2DleqBeKkS3GQYI0XMi9bmugCVXicD0wl6TjEjK7cHdcgySAouzSAJtJ4qojVVD62pWmg91cPS1L/GmoXax8gjTwHQtXELY7G0UUorBLVD/bQFsjeTPU4HG2p9SODwcITI8R5g9Up8AULbjXmoU/uPUu13UxdwE0tl6JuMI9Np4n3Gl3tfi5FxtA2SSnTEzGLxu52874p1XLel1r65EOnotfVsN8uXeyfipM1Z9bFUhm/uMUYJdY7HiA5bGdQaIKcHNUczaxZqxDJKqtJGSatNOV13dYCaB7W1tcVeglLMvqvmdAjOactmUedCSjljzIw1YqZuif2noPVUEa2pemhN1ULrqR6WpnYWrqPHDlA7N25jNJLEFQyQamnGmU7TPjY44/nbGoIAHBwK2yW+wZwS39oVzKBC1ihpar9h4JRrlBQfHEWm03gaanF4jRvhJ8ZKe8RMPnib6nB4PSRHx6n0GMcV8DipD7hJZiQD00Yy4Ed7BxmNZMfOhIeMANWagzq7BxVOHjWzptrKoOoAdbUop+uuDlDzoJxS5OWAfdEy76oBnNd+6j7U1MQUMpHEGQrgCvoZDufXfwpaTxXRmqqH1lQttJ7qMbvEN3Kih9FH9wDQtWkbo2agObXGuCld398z4/mWUdKx44OkJqdxVQRx11UzbmZQV7IHFbJGSdNzGCVFzREz/jlmoJZ7iW8uwuHAv8Ywgep7fp+9vb0624c6GUvxveeMmwtWEH/SHNRZLr4AwY3Wdz0jGdFuj6/RJb6rRTldd3WAmgeVlZXFXoJSeJvqcQYDJEcnbCc4K4P6XN80yXTmpOfY5b1NhoPvcJ4OvqD1VBGtqXpoTdVC66kelqZ+0yRp7InnSY5O4GhuZLy2gVGz0mmwqQ2AYGfnjOdbRkn9B04AVnlvys5UVq9wBtWehXrgKFLKGUZJsR4jIPOZAWo0mbYdfFvL1MF3PvxrDX1c41nHVzuYHI/z3ecGCCfSnNNWwa2nNYCUiAkjmeCpqSKaTBNPZXA7Bf6cubXBTTNLfNdULzy+RlNYyum6qwPUPEinTz2fU7M0hBD2hcu6s1Yf9LC+xkcslWHvQPik58SHzAC1oZZoMs0j5pDpXNOFxaL1VA+tqXpoTdVC66kelqZWD6pMGlm04EVngxB2gNpRZzzuOHp8xvPXVvvwuRzIbqO3caCqjrfftY/uiThup6CtamUDQV9rI67KEMnRCeKDI9kM6mg0Z8SMEaBahkHtZezgOx+5s2wtLEOjPT1T/HifkYV75/mtbGsI4I1FEZkMroogDq9nRnlvbs+jr70Z4XYR6x0kFY7SXOHF5RAMTieJJvX1YDUop+uuWmfVKhEOnxwwaZaH3Tx/dHFlvtkMah3/+lAnHWMx2qu8XLGxZsnvrfVUD62pemhN1ULrqR6Wpk6fF29zvb294YrzABiNpogk0naAGjMzlRZOh2BzvZ/qESMAes5RSTyV4ZJ1VXzhlm15eUwsBSFETpnvUVorvXhdDobDSSbMYM0q8bUNkhQq77Xwmz3EYbMPGGCNaQT1ZPckybTkqo3VbKkP0F7lozZhjAZy1szsP80t7wVwuFwE1hvZ2cjxLlwOQYuZVOg9hSGmpnCU03VXB6h50NzcXOwlKIfdm3A0W/JzrmWU1HOyUZJlkHRc+PntiXECbgf/eP1Ge6baUtB6qofWVD20pmqh9VSPXE2tPlSAtqvOxyGMwKVrIsZUVQ0Jf4Dk2ATx/uEZr7G9IUj1iFFOW7Gxnc/dvJUPX7+RdTX+VTmG0PaNAEwdOIbTIdhYawRmYx1GgGrNQP3dCaMdycqyqoSlnWN4wt7WnpO9dgp4+7nGPk6HYIvLyIynKozvbHMZJFlkTTGtMt9s6bBm5Smn664OUPOgv7+/2EtQjqy7WzZA3dUcwuMUHB2JMjZrkLOVQX0q4kQAH7h6vX2hWypaT/XQmqqH1lQttJ7qkatpwAxyglvWE2xttLNp+wbCIATRdcZ4uam9h2e8xut2NbIhOg7AO159Djsag6uw8iy5GVTIBqCRbuPYfG3N7O2f5tGOCbwuBzdsq1vV9a0Glgvz1PFsRVtjyIPHaZTrvmJH/Yxy6/UOw9k3EggB2HNr5wxQrbGCx2bNQtV9qKtCOV13dYCaB273ypaZvBSZPWoGwONycEaLccF7elYWdazHKAGarqji985r4cK1VXm/t9ZTPbSm6qE1VQutp3rkamrddK6/8nwAas3y3H2Wp8RmY+bo5L4jM16jJuCmYtjIoFrfC1YTO4NqOvluqjOMm2S/OQO1rZH/fqIXgNfualzxsuNiYGVQk31Ddgm2QwguWVdFY8jNm8+amYVrzRjB5ZjX+FvZGdQ5XJcDm2ZmUNur9SzU1aScrrsr69mtKFVV+QdDmrkJbjI+zCLHu5GZDMJh3Ds5t62Sp7qneLpnknPbKjg8EuHIcJTEgW6agY2bW7j9zKZTvPLCaD3VQ2uqHlpTtdB6qkeupmvf8RqQkjW/9xrADFBHorxoBqj+7ZvgJydnUBNjkyTHJnEG/HgaVn9mY4UZoE4fOsbgL39Hy3SSdYd7cU1NIdwungo72DcYpsrn4rW7Gld9fauBuzKEu6aS5NgkiaFRvI1Glvhvr9lARkocOcZHAPWpGL3AgNOHlHLeHlTISUZYTr62O7DOoK4G5XTd1QFqHgwPDxMMrm7Zieq4KoJ4G+uID44Q7R6wXeTOa6/gy4/D/UfGuP/ImL3/2ybGAXjTtTtmuMTlg9ZTPbSm6qE1VQutp3rkauquqmDTX7zDfsyaYTpituvUnrGVaU4OUKOmMU9gQ/uyP9vzwV1dia+tiVjPAHve9tcAvMZ8zNvayNeeNkok33x2c16eF+WCf00rybFJIp29doAKnBScAnimjAq3CV+Q/qnEqQPUTdl2Liml3dvaPRFHSlkUzV9KlNN1V5f45kE53YEoJwJWFvVYtsx3bbWPDaZLXsDtYFdziFtPa6A+asznqmptWPb7aj3VQ2uqHlpTtdB6qsepNK2dVQrbfsYWhNNJ+Fg36Ug2e2Y5x1pur8Vgxz/9OY03XUHDtRdTd+X5DGzeRve6TZx41S10TcRprfTwiu3q9Z7mYs2ynT54fIE9sefXRwNBDgxFsj2oc5T4ehpqcYYCpCamSI6MU+lzUeVzEUtlGJ7lNaIpPOV03dUZ1DxIJBLFXoKSBDetYWz3M4SPdFJ/1YWAYfv+2Zu3Mh5N0VThwSEEmXiCX05NI1xO3LXLP9m0nuqhNVUPralaaD3V41Sazu7VbK0P0b15LdMHjzN14BjV5+xk4pl9HP74fwEQ3LJuRdd6KppuupKmm660f7/v/uM8fHzc/v33zm1VbvbpbEJb1jEA7P3rTzL+1Itsft/v42+f2wE2OToOQDRYwaGh8CldfIUQBDeuZfL5A4SPdeGpr2FNlddweB6P0RBc+ix7zeIpp+uu2mfYChGNRou9BCWxSz+Odc3Y7nc7aan02qUl1ogZT0Ot3au6HLSe6qE1VQ+tqVpoPdXjVJrW+rMBan3AjcfloOL0LQBM7T3Eif/6Ho/d/G6inb1UnrGdde983Yqvd7FsqsuOktlaH+CKjdXFW8wqsf7db6T6tusQQtBz50945NLbOfChfycxMn7Svta2aCDIweEI46co8QUjGQFZU8z2Km2UtFqU03VXB6h5UE5zhMqJbG9Cxyn3i5gDs3P7IpaD1lM9tKbqoTVVC62nepxK05pANlhpqTT6Dit3GgHqwY98ngP/8DlkMsW6d72Oi/7vS3iLYJA0H7mzTt91QeucfZiq4a6q4OzPfJDLHvkOzbdcRyae4MSXv8vvrns7ycnpGfsm7AxqiMPD0VOOmYGTkxFrqs1RM3oW6opTTtddHaDmQTnNESonsgFq17z7ZJIpDv7jfwJQc/6ugryv1lM9tKbqoTVVC62nepxK09we1NZKo4yz4rTNAKSmwriqKjj7qx9nxz/9BQ5vaZV5nt4corXSy3VbajmrtaLYy1k1+vv7CW5cw1lf+giX/OprBLesI943xPCDj8/Yz8qgVjTWEk9liKUyuBxiXhMpa9RMxAxQrQyqnoW68pTTdVcHqHng8ZTWxVMV/GtbES4nsZ4B0tG576Qd+fRXmHz+AP41LWx5/x8W5H21nuqhNVUPralaaD3V41Sa1uWU+DZXGBmz6nNPx9fWRPUFZ3DJr75O08uvnO/pRSXocfL11+/kr69YW+ylrCq5elbu2kb77a8EYPiB3fb2TDxBejqCcDnZuCZb1Vbpc87ryBvaaszAHd+zF5nJsLbacvLVAepKU07XXR2g5kFFxUvnDtpq4nC78K9rAymJmE5+uYw9/hzH/v1b4HCw6z/+HldFYayytZ7qoTVVD62pWmg91eNUmnpcDkJmRs3KoLoqglz55N1cdO+X7NFypcxLbQTKbD3rr7kIgOEHH0dmMkDWwddTW822xux3svn6TwEqdmzC19pIvG+IiWcP0FzhxeUQDE4niaUyhT4MTQ7ldN3VAWoejIyMFHsJymINce79/i/IJLKW46mpMM+/5yOQybDxPW+h9qKzCvaeWk/10Jqqh9ZULbSe6rGQpvVBI4vaVumztxXC6FCzMszWM7R9I96WBuKDI/b8Wqv/1F1XzdaGbIA6X/8pGJo33ngFAAM/fwinQ9BSYdy06NFZ1BWlnK67+sqQBzU1NcVegrI03nAZAMe/8G1+e8Wb6L/3AaSU7PvgZ4h29VF5xjY2/9U7C/qeWk/10Jqqh9ZULbSe6rGQpn94YRtvO6eZLfX+U+6nKQ1m6ymEoMHMog7db5T5Wv2nntoqttT7cZhJ5mr/zLFCs7HKuQd+9hBSStZUm32o2ihpRSmn664OUPOgnGyay432N9/MOd/8JMEt64ic6OHZP/w7fnflW+i962c4/F7O+PyHcHhOfeFbKlpP9dCaqofWVC20nuqxkKbntVfylnNaXnKlsuXKXHrWX3MxAEMPPAZkZ6B66mrwu52sNQPNU2VQAWouOhN3bRWRo52ED51gnfm8IyORQi1fMwfldN3VAWoexGK6BGGlEELQ+LLLuPTBb7Hzk/8PT0Mt04eOA7D9H95DaMv6gr+n1lM9tKbqoTVVC62nemhN1WIuPeuvOB/hcjL+1IskxydJDI8DRgYVYFtDADh1DyqAw+Wi8fpLAaPMd1dLCIDn+qZP9TTNMimnc1QHqHlQTnOEyhWHy8Xat93CFbu/x9YPvpstf/tu1vzebSvyXlpP9dCaqofWVC20nuqhNVWLufR0VQSpPv8MyGQYfuhJ2yTJXVcNwBvObOLqTTW8bOvCc2ybXnEVYJT5ntYUxCng8HCE6XiqYMegmUk5naM6QM2DcpojVO64QkE2/unb2PTet61YycwGTwAAJTlJREFUWZDWUz20puqhNVULrad6aE3VYj49rT7U4Qd2kxgZAwwXXzBmmn7g6vXUBxceZ1J3xfk4A34mnz8I/YPsaAySkfBCf7gwB6A5iXI6R3WAmgc+n2/hnTRlg9ZTPbSm6qE1VQutp3poTdViPj0brjX6UIcffJzEsBmgmhnUpeD0ee3XGvjFw5zVaoxAebZvKo/VahZDOZ2jOkDNA79fO9CphNZTPbSm6qE1VQutp3poTdViPj1DOzbZ42ZGdz8L5BegAjS+3Bw389OHONPqQ+3VAepKUU7nqA5Q82BsbKzYS9AUEK2nemhN1UNrqhZaT/XQmqrFfHoKIWi42ijzzbr4Vuf1Hg3XXoJwuxh74nk2ORN4nIJjozHGo8m8Xm8u0hnJ157s5Rkd+JbVOaoD1Dyoq6sr9hI0BUTrqR5aU/XQmqqF1lM9tKZqcSo9680+VAu36eK7VNyVIeouPx8yGcbvf5TTmoIAPF9AN9/n+6e587kBvv5Ub8Fes1wpp3NUB6h5MDWl78KohNZTPbSm6qE1VQutp3poTdXiVHrWmeNmLCyTpHxosst8f5PTh1q4APXEqDH7cyKWLthrlivldI7qADUPEolEsZegKSBaT/XQmqqH1lQttJ7qoTVVi1Pp6a4MUX3eLsAYPePwuPN+n8YbLgchGH7kKXZVGGHJswUsxz0xZsz+DCd0gFpO5+iyAlQhxF8IIfYKIV4UQtwphPAJIWqFEL8SQhw2/1+Ts/8HhBBHhBAHhRA3LH/5xaGc5ghpFkbrqR5aU/XQmqqF1lM9tKZqsZCeDdcaZb759p9aeBtqqbnwDGQiSfWzz+J3O+ieiDMcLkww1WEGqFPxFFLKgrxmuVJO52jeAaoQog14L3CelPJ0wAncDvwNcL+Ucgtwv/k7Qoid5uOnATcCXxBCOOd67VKnnOYIaRZG66keWlP10JqqhdZTPbSmarGQno03XYnD66HitC3Lfq/mV15jvOcPfs6uZsPN99nehct8j45E+NCvjjEwNXcwK6XkxJhR4puREEtllr3WcqacztHllvi6AL8QwgUEgF7g1cA3zMe/Adxi/vxq4LtSyriU8jhwBLhgme9fFMrJplmzMFpP9dCaqofWVC20nuqhNVWLhfQMbV7HZY/cya7PfnDZ79Vy28sQHjfDv3mCs51GQPncIuah/uCFQXZ3TPCT/UNzPj4cSRJJZoPS6Zd4mW85naN5B6hSyh7gU0An0AdMSCl/CTRJKfvMffqARvMpbUBXzkt0m9vKDo/HU+wlaAqI1lM9tKbqoTVVC62nemhN1WIxegbWtuCqCC7/vWqraHr5lSAl7bt/Bywug3pwKALAoeHInI+fGI3N+H06/tIOUMvpHHXl+0Szt/TVwAZgHPi+EOItp3rKHNtOKgYfHBzkne98Jy6Xi3Q6zW233cYdd9xBf38/wWAQp9PJ5OQkDQ0NjI6OIqWkoaGBgYEBQiGjLGB6epqmpiaGhoYQQlBbW8vQ0BCVlZWk02nC4TDNzc309/fjdrupqqpieHiYqqoqEokE0WjUftzj8VBRUcHIyAg1NTVEo1EGBgbw+/309/fj8/nw+/2MjY1RV1fH1NQUiUTCfr7f78fj8TAxMUF9fT0TExMkk0n78VI5plgsZj/+Ujumzs5OEomEUsekok5LOaauri48Ho9Sx6SiTks5pvHxcTwej1LHpKJOiz2mzs5OAKWOSUWd9Hcj9XQq1e9GTa+7kf4f/Zrpe35G6M8uYGA6waGeIardcs5j6uofonsiDsCBwTDRWIzBgYEZx3RoaGYe7khnD8FUpVI6lfN3o1Mh8m0YFkK8DrhRSvlO8/e3ARcB1wJXSSn7hBAtwG+klNuEEB8AkFJ+3Nz/PuDDUsrdua+7e/duuX379rzWtFqEw2GCweXfMdKUBlpP9dCaqofWVC20nuqhNVWL1dZTZjI8fOHriHb1sf//vZ+fV67lLy5fy03b5p7d+WzvFP/vZ0fs37/6uh20V80Mej79cAf3HRq1f//H6zdy8br8ZraqQKmdo3v27Hn62muvPW+ux5bTg9oJXCSECAghBEZguh+4F3i7uc/bgR+bP98L3C6E8AohNgBbgCeW8f5FY2JiothL0BQQrad6aE3VQ2uqFlpP9dCaqsVq6ykcDtre+EoAtj5hlPk+d4pxM4eGIqf8HbIjZhqCxhic6USqIGstV8rpHF1OD+rjwA+APcAL5mv9F/AJ4HohxGHgevN3pJR7gbuAfcAvgDuklGVZDJ5MJou9BE0B0Xqqh9ZUPbSmaqH1VA+tqVoUQ8+2N7wchMD1u8fxRaZ5tm9q3tEwB82+09ZKz4zfLTJS2iNmTjedgV/qPajldI4uy8VXSvkhKeV2KeXpUsq3mg69I1LKa6WUW8z/j+bs/zEp5SYp5TYp5c+Xv/ziUE5zhDQLo/VUD62pemhN1ULrqR5aU7Uohp7+tibqr7oQmUxy7t6nGY2k6BiPzbmvlTF9xfZ6AA7PyqAOTieIpTLU+F20VnoB7eJbTufocsfMvCQppzlCmoXReqqH1lQ9tKZqofVUD62pWhRLz/Y3vwqAM/bsBil5qmvypH3Go0kGphN4XQ6u21wLwOGRKOlMNttqZU/X1fgIepyAzqCW0zmqA9Q8KKUGY83y0Xqqh9ZUPbSmaqH1VA+tqVoUS8/Gl12Gp64af1cXzT0dPNl9coBqjZXZUuenJuCmKeQhnsrQmZNttfpP11X7CVkB6ks8g1pO56gOUPPA6XQWewmaAqL1VA+tqXpoTdVC66keWlO1KJaeDo+b1tfeCMCupx/lhf4wkVmBpVXeu7UhAMA28/+581A7xqIArK/1EfLqABXK6xzVAWoeTE6efDdHU75oPdVDa6oeWlO10Hqqh9ZULYqpZ/ubjDLfHS88jW9slGf7Zrr5HjQDVCsw3VpvBqg5fahWBnV9tS+bQX2Jl/iW0zmqA9Q8aGhoKPYSNAVE66keWlP10JqqhdZTPbSmalFMPUPbNlB/9YW4YjFu+8Z/8vS+XvsxKaWdKd1ab5Ssbp2VQU1npF3uu67GR4WZQQ2/xMfMlNM5qgPUPBgdHV14J03ZoPVUD62pemhN1ULrqR5aU7Uotp5nfOEfcW9eT/1gP1Uf+TipsFGyOxxJMhZNEfI47REzW8wM6rGRKMl0hv6pBIm0pD7gJuR12SZJUy/xDGqxNV0KOkDNg/lmMmnKE62nemhN1UNrqhZaT/XQmqpFsfX01FRy8fc+w3R1DY3Hj/LY7/8tmWTKLu/dUh9ACAFA0OOkvcpLMiM5PhajY9wIZtfV+ACo8LoACL/Ee1CLrelS0AFqHpRTilyzMFpP9dCaqofWVC20nuqhNVWLUtAz0NZEz9//LdFAkOmHHufF932CQ32T1AwNcOah5znyqa+w/x8+R/hY14w+1NwRMwB+twMBRJKZGaNoXmqUgqaLRQeoeTAwMFDsJWgKiNZTPbSm6qE1VQutp3poTdWiVPQ846Id/PCtf0za46H3rp/R/No3847PfYTaT3yKI5/6Ch3/9T123/QudnQcBIwA1TZIqvED4BDCLvN9KWdRS0XTxaAD1DwIhULFXoKmgGg91UNrqh5aU7XQeqqH1lQtSkXPc9sqGVy7gZ+86Q8RHjeOdJrJqhoqr7qIDXe8mYbrLyU1MYX3bz/KOb+7n0ND0/aIGSuDCuhRM5SOpovBVewFaDQajUaj0Wg0Gs1sKn0utjUE2C93MPWdr/D1ZwcJ1VRw55tORwiBzGQ48q9f4ehnvsZVP7+Hff09/OaWN4HTxbrqnABVj5opK3QGNQ+mp6eLvQRNAdF6qofWVD20pmqh9VQPralalJKe57dXAvD9jigJn3+GQZJwONjy/j/grP/6J1IeDzufeZxXfe0/aQw4CZhBKeRmUF+6o2ZKSdOF0AFqHjQ1NRV7CZoCovVUD62pemhN1ULrqR5aU7UoJT3PX2MEqGNRI7jcZs49zaX55mvo+Kd/JOYPsObEYXbExmc8rjOopaXpQugANQ+GhoaKvQRNAdF6qofWVD20pmqh9VQPralalJKeW+oDVPmyXYlb5whQAdaet5P+1rXGz9HxGY+FPMbzX8o9qKWk6ULoADUPrLICjRpoPdVDa6oeWlO10Hqqh9ZULUpJT4cQnN9eYf++rSE4537bGoJM1tQB0Dg5NuMxu8T3JZxBLSVNF0IHqHlQW1tb7CVoCojWUz20puqhNVULrad6aE3VotT0tMp8m0KeGdnUXNbX+piqqwegcnxkxmPWmBnVMqjpjOT5vikmYgv31paapqdCB6h5UE4pcs3CaD3VQ2uqHlpTtdB6qofWVC1KTc+L11Vz9aYa3nZu87z7eJwOdpy50fh5cHDGYxWKjZmRUvLI8XHefc8B/uqnR/jHXx9b8Dmlpump0GNm8qCysrLYS9AUEK2nemhN1UNrqhZaT/XQmqpFqenpczn4wNXrF9zv5VedxmOfhFhX34ztdgY1Xt4uvlJKnuye5OtP9XFkJGpvf7E/zNGRCJvq5u7PhdLT9FToDGoepNNq3H3RGGg91UNrqh5aU7XQeqqH1lQtylXPwNoWAKKdMwNUFTKoiVSGD/3qGH933zGOjESpDbh4zyXtvGK70Xf70/0jp3x+OWmqA9Q8CIfDxV6CpoBoPdVDa6oeWlO10Hqqh9ZULcpVT3ddNc6An9TkNMnxSXt7sMzHzCTTGT56/3Ee65ykwuvkDy5o5euvP42bdzbw6tMaALj/6CiRUwTg5aSpDlDzoLl5/vp3Tfmh9VQPral6aE3VQuupHlpTtShXPYUQ+M0saqSj195eUQZjZqbiKRLpzEnb0xnJxx88weNdk1R6nXzqFVt43RlN+FxGGLe+xs+u5hDRZIYHjo6d9HyLctJUB6h50N/fX+wlaAqI1lM9tKbqoTVVC62nemhN1aKc9fSvbQUg2pkNUIMlPmamZyLOm77zIm++cy/ffLqPsUgSMILTTz7UwW9PTBDyOPnETZvZUOs/6fmv3GGU+f5k/zBSyjnfo5w01SZJeeB2u4u9BE0B0Xqqh9ZUPbSmaqH1VA+tqVqUs55z9aFWmCW+4UQaKWXJzQR9omuCeFoST6f432f6+d5zA1yzuYZkWvLg0TECbgcfu3ETm+vnNkG6dH01Vb4ejo1GOTAUYUfjybNiy0lTnUHNg6qqqmIvQVNAtJ7qoTVVD62pWmg91UNrqhblrKeVQY3kZFA9LgdupyCZkcTTc2cYV4rhcIJvP9NPNDl/9nbvgNEf+uqd9VyyropURnLfoVEeODqG1+XgozdsmjPotPA4Hdyw1Zhz+pP9w3PuU06a6gA1D4aH5xZeU55oPdVDa6oeWlO10Hqqh9ZULcpZT/88Tr4hK4u6ymW+39rTzzee7uPuF+eeQyqltAPUV+6o58PXb+Srr9vBzTvr2Vjr4yPXb2RXc2jB93n59noAHjo2xmTs5HE65aSpDlDzoJzuQGgWRuupHlpT9dCaqoXWUz20pmpRznoGrB7Urt4Z260AdTqxurNQDwwaweeensk5Hx+YTjASSVLhdbKm2gdAW5WP91yyhi/dtoOz2yoW9T6tlV7ObasgkZb86vDoSY+Xk6Y6QM2DRCJR7CVoCojWUz20puqhNVULrad6aE3Vopz1tDOoXf3ITNYVN1QEo6RoMk3HeAyA/QPhOct8X+w3AtidjUEcy+yNfeUOI4v60wMnmyWVk6Y6QM2DaDRa7CVoCojWUz20puqhNVULrad6aE3Vopz1dIWCuGuryMQTxAdH7O2hIoyaOToSJWPGiWkJL/RPn7TPPrO89/RFlPEuxEVrq6gLuOmeiPNc38z3KidNdYCaB+U0R0izMFpP9dCaqofWVC20nuqhNVWLctfTv+bkPlQrgzq1ihnUg0MRABxmYnRPz9RJ+7w4YASSpzXNb4K0WJwOwU3b6szXDc94rJw01QFqHpTTHCHNwmg91UNrqh5aU7XQeqqH1lQtyl3PwByzUEM5o2ZWi0PDRoB65cYa4OQAdSqeomMshtsh2DrPCJmlcvPOer76uh285eyZAWk5aaoD1DzweDzFXoKmgGg91UNrqh5aU7XQeqqH1lQtyl1Pqw81kptBNQPUqdUMUM0M6i2nNeB1OTgxFmM0krQf3z8YRgJb6gN4XIUJy6r9btqrfCdtLydNdYCaBxUVi3PT0pQHWk/10Jqqh9ZULbSe6qE1VYty19O/rg2YmUENeq0xM6vj4jsdT9EzGcftFGypD7Cr2SjhfaY3m0Xd22/1ny6/vHchyklTHaDmwcjIyMI7acoGrad6aE3VQ2uqFlpP9dCaqkW56xmYYxZqhT1mZnUyqFZ576ZaPy6H4JxWI0B8JqfM1+oTPa1p+QZJC1FOmuoANQ9qamqKvQRNAdF6qofWVD20pmqh9VQPralalLuefrMHNTJHBnW1xsxYBknbGoze0nPaKgGjD1VKSTKd4eCQOWKmAAZJC1FOmuoANQ/KyaZZszBaT/XQmqqH1lQttJ7qoTVVi3LX09/WBEIQ6x0kkzRKeitWecyM1X+61QxQ19f6qPa5GI4k6ZqIc2QkSiItWVPlpcrnWvH1lJOmOkDNg1gsVuwlaAqI1lM9tKbqoTVVC62nemhN1aLc9XR4PfhaGiCTIdY7AORkUFcpQD1olvhuqzeyow4hOLstW+a7t98aL7Py5b1QXprqADUPymmOkGZhtJ7qoTVVD62pWmg91UNrqhYq6Omf1Ydq96CuQonvaCTJcDhJwO2gvdprbz/b7EPd0ztl95+uhkESlJemOkDNg3KaI6RZGK2nemhN1UNrqhZaT/XQmqqFCnr618zsQw2uokmS1X+6pT6AQwh7+zlmBvW53in22gZJqxOglpOmOkDNA5/v5NlCmvJF66keWlP10JqqhdZTPbSmaqGCntkM6swANZJIk5FyRd/bcvDdWh+Ysb0x5KG9ykskmWEilqLa56K10jvXSxScctJUB6h54Pf7i70ETQHReqqH1lQ9tKZqofVUD62pWqigZ8B08rVKfJ0OQcDtQALhFc6iWu68loNvLlaZLxjZU5GTYV1JyklTHaDmwdjYWLGXoCkgWk/10Jqqh9ZULbSe6qE1VQsV9LQyqLmjZkIFNkp68Ogo//tMP+lMNiMrpTzJwTcXq8wX4LTm1TFIgvLSdOU9jRWkrq6u2EvQFBCtp3poTdVDa6oWWk/10JqqhQp6+mdlUAFCHheDJAnH01Ax3zMXRziR5lMPd5JMS2LJNO+6oA2A/ukEk/E0VT4XTSHPSc87syWEQ0BGrl7/KZSXpjqDmgdTU1PFXoKmgGg91UNrqh5aU7XQeqqH1lQtVNDT11yPcLtIDI2SjhgjVkJmH+pUATKovzsxTjJtZE7ven6QXx0eAbLzT7fU++cs3w15XbzujCau3FB9Uo/qSlJOmuoMah4kEoliL0FTQLSe6qE1VQ+tqVpoPdVDa6oWKugpnE787c1EjncT7eojtG2DXeIbLsComfuPGCWzZ7eGeKZ3ms8+0kV7lc928N3WMH929J3nty77/ZdKOWmqM6h5UE5zhDQLo/VUD62pemhN1ULrqR5aU7VQRc/ZfaiFyqCORJI81zeFyyH44DUbuHlnPcmM5MO/OsZT3ZPAyQ6+xaacNNUBah6U0xwhzcJoPdVDa6oeWlO10Hqqh9ZULVTR0+5D7TBHzdgZ1NSyXvehY2NkJJy/ppJKn4t3X9TOWa0hxqIpTowZ5cRzOfgWk3LSVJf45kE52TRrFkbrqR5aU/XQmqqF1lM9tKZqoYqeASuD2mUEqBXzZFB3d0zwbO8UjSEPTRUeWio8NFd47dmps3nALO+9dlMNAC6H4O+u2cB77z1I72SC+qCb2oB7RY4pX8pJUx2g5oHHc7Ijl6Z80Xqqh9ZUPbSmaqH1VA+tqVqooqd/zUwnXyvgzJ2DGktl+PiDJ4ilMic9/+ad9dxxcfsMs6PuiRiHhiME3A4uXFtlb6/0ufjI9Zv4x18f4+rNtStyPMuhnDTNu8RXCLFNCPFszn+TQog/F0J8WAjRk7P95TnP+YAQ4ogQ4qAQ4obCHMLqMzExUewlaAqI1lM9tKbqoTVVC62nemhN1UIVPWePmqnwGrm56RyTpCc6J4ilMrRXeXn1znouXFPJumofTgH37hvm10dGZ7ymlT29dH01XtfMUGptjY+vvG4nbzm79Po9y0nTvDOoUsqDwFkAQggn0AP8EHgH8Bkp5ady9xdC7ARuB04DWoFfCyG2SikLMyl3Famvry/2EjQFROupHlpT9dCaqoXWUz20pmqhip6hres44/MfIrhxDZDNoE7nZFB/c8wIOF+xvZ7X7Gq0t993aIRPP9zJfz7azWlNIVorvUgpeeCosf81ZnlvuVBOmhbKJOla4KiUsuMU+7wa+K6UMi6lPA4cAS4o0PuvKuV0B0KzMFpP9dCaqofWVC20nuqhNVULVfR0hYK0vuYGqs7eCUCFaZJkZVDDiTSPd00igCs3Vs947su21HLFhmqiyQyfePAEqYzk0HCE3sk4NX4XZ7VWrOahLJty0rRQPai3A3fm/P4eIcTbgKeA90kpx4A24LGcfbrNbTMYHBzkne98Jy6Xi3Q6zW233cYdd9xBf38/wWAQp9PJ5OQkDQ0NjI6OIqWkoaGBgYEBQqEQANPT0zQ1NTE0NIQQgtraWoaGhqisrCSdThMOh2lubqa/vx+3201VVRXDw8NUVVWRSCSIRqP24x6Ph4qKCkZGRqipqSEajTI8PExdXR39/f34fD78fj9jY2PU1dUxNTVFIpGwn+/3+/F4PExMTFBfX8/ExATJZNJ+vFSOKRaL2Y+/1I5peHgYl8ul1DGpqNNSjml4eJjq6mqljklFnZZyTOPj41RXVyt1TCrqtJRjCgQCyh2Tijrp70Zq6fRS/24UTxqhz1g4Sjgc5uf7+kmmJac1BggP90F05jG9bqOTF/scHBiK8PkHD5B2GMZH5zQ4SSbi9JbAMZXrd6NTIaSUp9xhIYQQHqAXOE1KOSCEaAKGAQl8FGiRUv6+EOLzwG4p5f+az/sK8DMp5d25r7d79265ffv2Za1ppYnH43i93mIvQ1MgtJ7qoTVVD62pWmg91UNrqhaq6jkcTvCmO/dSG3Dx3Tft4u/vO8rjXZO855J2bt7ZMOdznu+b4q9/egQhwOdyEElm+I9Xb2VbQ3CVV788Sk3TPXv2PH3ttdeeN9djhSjxvQnYI6UcAJBSDkgp01LKDPDfZMt4u4E1Oc9rxwhsy45ymiOkWRitp3poTdVDa6oWWk/10Jqqhap62j2o8TSTsRRPdU/iEHD5hup5n3NGSwW3n9lERkIkmaG10svW+tKacboYyknTQgSobySnvFcI0ZLz2K3Ai+bP9wK3CyG8QogNwBbgiQK8/6oTDJbXHRPNqdF6qofWVD20pmqh9VQPralaqKqnz+XAKSCRlvzm2BhpCWe1VlDjP/XM0ree28K2BiMovXZzzYyxM+VCOWm6rB5UIUQAuB74o5zNnxRCnIVR4nvCekxKuVcIcRewD0gBd5Sjgy+A0zn30F5NeaL1VA+tqXpoTdVC66keWlO1UFVPIQQhr4uJWIqf7h8G4MqNC7vxuhyCj7xsIw8dG+fGbXUrvcwVoZw0XVYGVUoZkVLWSSkncra9VUq5S0p5hpTyZillX85jH5NSbpJSbpNS/nw5711MJicni70ETQHReqqH1lQ9tKZqofVUD62pWqisZ8gs8z0+FsPlEFy6rmpRz6vxu7nltAZ8rkINQVldyknT8vwLF5mGhrmbqDXlidZTPbSm6qE1VQutp3poTdVCZT1D3mwm8dy2Cip9hRpqUtqUk6Y6QM2D0dHRYi9BU0C0nuqhNVUPralaaD3VQ2uqFirraWVQYXHlvapQTprqADUPljuaR1NaaD3VQ2uqHlpTtdB6qofWVC1U1tPKoHqcgosXWd6rAuWkqQ5Q86CcUuSahdF6qofWVD20pmqh9VQPralaqKynlUG9YE2VPXbmpUA5aaoD1DwYGBgo9hI0BUTrqR5aU/XQmqqF1lM9tKZqobKeF66toj7o5rW7Gou9lFWlnDR9aXQFF5hQKFTsJWgKiNZTPbSm6qE1VQutp3poTdVCZT0vWlvFRWtfOqW9FuWkqc6gajQajUaj0Wg0Go2mJNABah5MT08XewmaAqL1VA+tqXpoTdVC66keWlO10HqqRzlpqgPUPGhqair2EjQFROupHlpT9dCaqoXWUz20pmqh9VSPctJUB6h5MDQ0VOwlaAqI1lM9tKbqoTVVC62nemhN1ULrqR7lpKkOUPNACFHsJWgKiNZTPbSm6qE1VQutp3poTdVC66ke5aSpDlDzoLa2tthL0BQQrad6aE3VQ2uqFlpP9dCaqoXWUz3KSVMdoOZBOaXINQuj9VQPral6aE3VQuupHlpTtdB6qkc5aaoD1DyorKws9hI0BUTrqR5aU/XQmqqF1lM9tKZqofVUj3LSVAeoeZBOp4u9BE0B0Xqqh9ZUPbSmaqH1VA+tqVpoPdWjnDTVAWoehMPhYi9BU0C0nuqhNVUPralaaD3VQ2uqFlpP9SgnTXWAmgfNzc3FXoKmgGg91UNrqh5aU7XQeqqH1lQttJ7qUU6a6gA1D/r7+4u9BE0B0Xqqh9ZUPbSmaqH1VA+tqVpoPdWjnDTVAWoe/OhHPyr2EjQFROupHlpT9dCaqoXWUz20pmqh9VSPctJUB6h5cM899xR7CZoCovVUD62pemhN1ULrqR5aU7XQeqpHOWmqA9Q8SKVSxV6CpoBoPdVDa6oeWlO10Hqqh9ZULbSe6lFOmgopZbHXMIP7779/COgo9jpOxejoaH1tbe1wsdehKQxaT/XQmqqH1lQttJ7qoTVVC62nepSgpuuuvfbahrkeKLkAVaPRaDQajUaj0Wg0L010ia9Go9FoNBqNRqPRaEoCHaBqNBqNRqPRaDQajaYk0AHqEhBC3CiEOCiEOCKE+Jtir0ezdIQQa4QQDwoh9gsh9goh/szc/mEhRI8Q4lnzv5cXe62axSGEOCGEeMHU7SlzW60Q4ldCiMPm/2uKvU7N4hBCbMs5D58VQkwKIf5cn6PlhRDiq0KIQSHEiznb5j0vhRAfMD9bDwohbijOqjXzMY+e/yqEOCCEeF4I8UMhRLW5fb0QIppzrn6paAvXzMs8ms57ndXnaOkzj6bfy9HzhBDiWXN7SZ+nugd1kQghnMAh4HqgG3gSeKOUcl9RF6ZZEkKIFqBFSrlHCFEBPA3cArwemJZSfqqY69MsHSHECeA8KeVwzrZPAqNSyk+YN5NqpJTvL9YaNflhXnd7gAuBd6DP0bJBCHEFMA18U0p5urltzvNSCLETuBO4AGgFfg1slVKmi7R8zSzm0fNlwANSypQQ4l8ATD3XAz+x9tOUJvNo+mHmuM7qc7Q8mEvTWY9/GpiQUn6k1M9TnUFdPBcAR6SUx6SUCeC7wKuLvCbNEpFS9kkp95g/TwH7gbbirkqzArwa+Ib58zcwbkJoyo9rgaNSypJ2dtecjJTyYWB01ub5zstXA9+VUsallMeBIxifuZoSYS49pZS/lFJacyseA9pXfWGavJnnHJ0PfY6WAafSVAghMJIxd67qovJEB6iLpw3oyvm9Gx3YlDXm3aOzgcfNTe8xS5W+qktCywoJ/FII8bQQ4g/NbU1Syj4wbkoAjUVbnWY53M7MD1N9jpY3852X+vO1/Pl94Oc5v28QQjwjhHhICHF5sRalyYu5rrP6HC1/LgcGpJSHc7aV7HmqA9TFI+bYpuujyxQhRAi4G/hzKeUk8EVgE3AW0Ad8unir0yyRS6WU5wA3AXeYJS6aMkcI4QFuBr5vbtLnqLroz9cyRgjxQSAFfNvc1AeslVKeDfwl8B0hRGWx1qdZEvNdZ/U5Wv68kZk3fEv6PNUB6uLpBtbk/N4O9BZpLZplIIRwYwSn35ZS3gMgpRyQUqallBngv9GlK2WDlLLX/P8g8EMM7QbMfmOr73iweCvU5MlNwB4p5QDoc1QR5jsv9edrmSKEeDvwSuDN0jQ1MctAR8yfnwaOAluLt0rNYjnFdVafo2WMEMIF3AZ8z9pW6uepDlAXz5PAFiHEBvPO/u3AvUVek2aJmDX4XwH2Syn/LWd7S85utwIvzn6upvQQQgRNsyuEEEHgZRja3Qu83dzt7cCPi7NCzTKYcbdXn6NKMN95eS9wuxDCK4TYAGwBnijC+jRLQAhxI/B+4GYpZSRne4NpcIYQYiOGnseKs0rNUjjFdVafo+XNdcABKWW3taHUz1NXsRdQLpgude8B7gOcwFellHuLvCzN0rkUeCvwgmW1Dfwt8EYhxFkYJSsngD8qxuI0S6YJ+KFx3wEX8B0p5S+EEE8Cdwkh3gl0Aq8r4ho1S0QIEcBwTM89Dz+pz9HyQQhxJ3AVUC+E6AY+BHyCOc5LKeVeIcRdwD6MUtE7tDtoaTGPnh8AvMCvzGvwY1LKdwNXAB8RQqSANPBuKeVizXg0q8Q8ml4113VWn6PlwVyaSim/wsl+DlDi56keM6PRaDQajUaj0Wg0mpJAl/hqNBqNRqPRaDQajaYk0AGqRqPRaDQajUaj0WhKAh2gajQajUaj0Wg0Go2mJNABqkaj0Wg0Go1Go9FoSgIdoGo0Go1Go9FoNBqNpiTQAapGo9FoNBqNRqPRaEoCHaBqNBqNRqPRaDQajaYk0AGqRqPRaDQajUaj0WhKgv8PfqSpYBLr0nwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p, d, q = 1, 1, 15\n",
    "model = tsa.arima.model.ARIMA(series, order=(p,d,q)).fit()\n",
    "\n",
    "predict_weeks = 12\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(16,7))\n",
    "    model.predict(1, len(series)+predict_weeks, typ='levels').plot(label='ARIMA')\n",
    "    series.plot(label='Исходные данные')\n",
    "    plt.title(f'ARIMA AIC {model.aic}')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Графики моделей с ручными и автоматически подобранными параметрами не особо отличаются, кроме хвоста предсказаний. Так как мы пытаемся обучить модель с большей памятью старых данных по времени, то хвост предсказания имеет более сложную форму. Но все равно модель ARIMA не годится для долгосрочных предсказаний данного временного ряда."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 Построение ансамблевой модели для временного ряда закрытия промышленного индекса Доу Джонса"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Попробуем построить стекинговую модель для приближения значений временного ряда"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prepareData(data, lag_start=5, lag_end=20, test_size=0.15, degree=None):\n",
    "    \n",
    "    data = pd.DataFrame(data.copy())\n",
    "    \n",
    "    # считаем индекс в датафрейме, после которого начинается тестовый отрезок\n",
    "    test_index = int(len(data)*(1-test_size))\n",
    "    \n",
    "    # добавляем лаги исходного ряда в качестве признаков\n",
    "    for i in range(lag_start, lag_end):\n",
    "        data[\"lag_{}\".format(i)] = data.Close.shift(i)\n",
    "        \n",
    "    data = data.dropna()\n",
    "    data = data.reset_index(drop=True)\n",
    "    #data = data.drop([\"Week\"], axis=1)\n",
    "    data['Year'] = data['Week'].apply(lambda x: int(str(x).split('-')[0]))\n",
    "    data['Week'] = data['Week'].apply(lambda x: int(str(x).split('W')[1]))\n",
    "     \n",
    "    # разбиваем весь датасет на тренировочную и тестовую выборку\n",
    "    X_train = data.loc[:test_index].drop([\"Close\"], axis=1)\n",
    "    y_train = data.loc[:test_index][\"Close\"]\n",
    "    X_test = data.loc[test_index:].drop([\"Close\"], axis=1)\n",
    "    y_test = data.loc[test_index:][\"Close\"]\n",
    "    \n",
    "    if degree:\n",
    "        polymome = PolynomialFeatures(degree=degree, interaction_only=True)\n",
    "        X_train = polymome.fit_transform(X_train)\n",
    "        X_test = polymome.transform(X_test)\n",
    "    \n",
    "    return X_train, X_test, y_train, y_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Обязательно включаем первый лаг в данные для обучения, так как по графику частичной корреляции текущее значение влияет только на последующее."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = prepareData(dowjones_closing, lag_start=1, lag_end=5,test_size=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Построим нашу стекинговую модель. В качестве моделей первого уровня выберем линейную регрессию и случайный лес с разными параметрами глубины дерева. А в качестве метамодели выберем линейную регрессию."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "estimators = [\n",
    "    ('lr', LinearRegression()),\n",
    "    ('rf1', RandomForestRegressor(max_depth=10, random_state=42)),\n",
    "    ('rf2', RandomForestRegressor(max_depth=100, random_state=42)),\n",
    "    ('rf3', RandomForestRegressor(max_depth=250, random_state=42)),\n",
    "    ('rf4', RandomForestRegressor(max_depth=500, random_state=42)),\n",
    "    ('rf5', RandomForestRegressor(max_depth=1000, random_state=42)),\n",
    "]\n",
    "stack = StackingRegressor(estimators=estimators, \n",
    "                          final_estimator=LinearRegression())\n",
    "stack.fit(X_train, y_train)\n",
    "predict = stack.predict(X_test)\n",
    "predict = pd.Series(predict, index=y_test.index)\n",
    "\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(16,7))\n",
    "    plt.plot(predict, color='red', label='STACK')\n",
    "    plt.plot(y_test, color='green', label='Исходные данные')\n",
    "    plt.legend()\n",
    "    plt.title('Результаты работы стэкинговой модели')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Как видно модель неплохо смогла описать исходный временной ряд, но мы получили смещение по времени графика на одну единицу в будущее. Попробуем устранить это смещение свдигом предсказанных данных влево на 1 позицию."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "predict = stack.predict(X_test)\n",
    "k = 1\n",
    "predict = predict[k:]\n",
    "predict = pd.Series(predict, index=y_test.index[:-k])\n",
    "\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(16,7))\n",
    "    plt.plot(predict, color='red', label='STACK')\n",
    "    plt.plot(y_test, color='green', label='Исходные данные')\n",
    "    plt.legend()\n",
    "    plt.title('Результаты работы стэкинговой модели')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Теперь мы получили очень хорошее приближение исходных данных.\n",
    "\n",
    "Теперь проверим как справится с аналогичной работой обычная линейная регрессия."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "predict = lr.predict(X_test)\n",
    "\n",
    "k = 1\n",
    "predict = predict[k:]\n",
    "predict = pd.Series(predict, index=y_test.index[:-k])\n",
    "\n",
    "with plt.style.context('bmh'):\n",
    "    plt.figure(figsize=(16,7))\n",
    "    plt.plot(predict, color='red', label='STACK')\n",
    "    plt.plot(y_test, color='green', label='Исходные данные')\n",
    "    plt.legend()\n",
    "    plt.title('Результаты работы стэкинговой модели')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Обычная линейная регрессия сработала хуже, в первой четверти графика наблюдаем хорошее совпадение исходных и предсказанных данных, но потом предсказание получают смещение на увеличение значения."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
